{
 "cells": [
  {
   "cell_type": "code",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.497103Z",
     "start_time": "2025-10-08T04:03:00.483406Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "source": [
    "# 导入必要的库\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score\n",
    "\n",
    "# 特征处理和转换\n",
    "from sklearn.preprocessing import LabelEncoder, StandardScaler, MinMaxScaler\n",
    "from sklearn.feature_selection import RFE\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from imblearn.over_sampling import SMOTE"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.637494Z",
     "start_time": "2025-10-08T04:03:00.500629Z"
    }
   },
   "outputs": [],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "source": [
    "# 设置绘图风格\n",
    "%matplotlib inline\n",
    "sns.set(style='whitegrid', palette='muted')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.653535Z",
     "start_time": "2025-10-08T04:03:00.640514Z"
    }
   },
   "outputs": [],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 读取数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "# 读取训练数据和测试数据\n",
    "train_data = pd.read_csv('../data/train.csv')\n",
    "test_data = pd.read_csv('../data/test.csv')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.669251Z",
     "start_time": "2025-10-08T04:03:00.659746Z"
    }
   },
   "outputs": [],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 分析数据得到数据集的基本信息\n",
    "* 训练集和测试集，没有缺失值\n",
    "* 训练集 1100行，31列\n",
    "* 测试集 350行，31列\n",
    "* Over18 变量的值都是Y，可以删除\n",
    "* StandardHours 变量的值都是80，可以删除\n",
    "* EmployeeNumber 是员工编号，通常是唯一标识每个员工的ID。可以删除"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 删除无用特征"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "# 删除Over18变量\n",
    "train_data = train_data.drop(['Over18','StandardHours','EmployeeNumber'], axis=1)\n",
    "test_data = test_data.drop(['Over18','StandardHours','EmployeeNumber'], axis=1)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.685320Z",
     "start_time": "2025-10-08T04:03:00.672252Z"
    }
   },
   "outputs": [],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "source": [
    "X_train = train_data.drop('Attrition', axis=1)\n",
    "X_test = test_data.drop('Attrition', axis=1)\n",
    "y_train = train_data['Attrition']\n",
    "y_test = test_data['Attrition']"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.700904Z",
     "start_time": "2025-10-08T04:03:00.690394Z"
    }
   },
   "outputs": [],
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "source": [
    "# 饼图\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie([922, 178],\n",
    "        labels=['Stay (0)', 'Leave (1)'],\n",
    "        autopct='%1.1f%%',\n",
    "        colors=sns.color_palette('pastel'))\n",
    "\n",
    "plt.title('Employee Attrition Distribution')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.762503Z",
     "start_time": "2025-10-08T04:03:00.704906Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "code",
   "source": [
    "import seaborn as sns\n",
    "# 绘制密度图\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.kdeplot(X_train['DistanceFromHome'], shade=True)\n",
    "plt.title('Density Plot of DistanceFromHome')\n",
    "plt.xlabel('DistanceFromHome')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.902491Z",
     "start_time": "2025-10-08T04:03:00.766503Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\youcheng\\AppData\\Local\\Temp\\ipykernel_5764\\1003331694.py:4: FutureWarning: \n",
      "\n",
      "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
      "This will become an error in seaborn v0.14.0; please update your code.\n",
      "\n",
      "  sns.kdeplot(X_train['DistanceFromHome'], shade=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 类别特征编码 以及 检测和处理偏态分布"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "# 1. 类别特征编码\n",
    "def fit_transform_features(df):\n",
    "    # 1. 类别特征编码\n",
    "    def encode_categorical(df):\n",
    "        # 无序特征用独热编码\n",
    "        nominal_features = ['BusinessTravel','Department','EducationField','Gender','JobRole','MaritalStatus','OverTime']\n",
    "        encoder = OneHotEncoder(handle_unknown='ignore', sparse_output=False)\n",
    "        # 新版本的写法\n",
    "        encoded = encoder.fit_transform(df[nominal_features])\n",
    "        encoded_df = pd.DataFrame(encoded, columns=encoder.get_feature_names_out(nominal_features), index=df.index)\n",
    "        df = df.drop(nominal_features, axis=1)\n",
    "        df = pd.concat([df, encoded_df], axis=1)\n",
    "        return df, encoder\n",
    "\n",
    "    # 2. 检测和处理偏态分布\n",
    "    def handle_skewness(df):\n",
    "        numeric_cols = df.select_dtypes(include=['float64', 'int64']).columns\n",
    "        skewed_features = []\n",
    "        for col in numeric_cols:\n",
    "            skewness = df[col].skew()\n",
    "            if abs(skewness) > 0.5:  # 设定偏态阈值\n",
    "                df[col] = np.log1p(df[col])\n",
    "                skewed_features.append(col)\n",
    "        print(f\"进行对数变换的特征: {skewed_features}\")\n",
    "        return df, skewed_features\n",
    "\n",
    "    # 编码类别特征\n",
    "    df, encoder = encode_categorical(df)\n",
    "    # 处理偏态分布\n",
    "    df, skewed_features = handle_skewness(df)\n",
    "    return df, encoder, skewed_features\n",
    "\n",
    "def transform_features(df, encoder, skewed_features):\n",
    "    # 编码类别特征\n",
    "    nominal_features = ['BusinessTravel','Department','EducationField','Gender','JobRole','MaritalStatus','OverTime']\n",
    "    encoded = encoder.transform(df[nominal_features])\n",
    "    encoded_df = pd.DataFrame(encoded, columns=encoder.get_feature_names_out(nominal_features), index=df.index)\n",
    "    df = df.drop(nominal_features, axis=1)\n",
    "    df = pd.concat([df, encoded_df], axis=1)\n",
    "    # 处理偏态分布\n",
    "    for col in skewed_features:\n",
    "        df[col] = np.log1p(df[col])\n",
    "    return df\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.917592Z",
     "start_time": "2025-10-08T04:03:00.909805Z"
    }
   },
   "outputs": [],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 标准化"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "def fit_scale_features(df):\n",
    "    numeric_cols = df.select_dtypes(include=['float64', 'int64']).columns\n",
    "    scaler = StandardScaler()\n",
    "    df[numeric_cols] = scaler.fit_transform(df[numeric_cols])\n",
    "    return df, scaler, numeric_cols\n",
    "\n",
    "def scale_features(df, scaler, numeric_cols):\n",
    "    df[numeric_cols] = scaler.transform(df[numeric_cols])\n",
    "    return df\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.933670Z",
     "start_time": "2025-10-08T04:03:00.920925Z"
    }
   },
   "outputs": [],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 处理样本不均"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "def handle_imbalance(X, y):\n",
    "    smote = SMOTE(random_state=42)\n",
    "    X_balanced, y_balanced = smote.fit_resample(X, y)\n",
    "    return X_balanced, y_balanced"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.949577Z",
     "start_time": "2025-10-08T04:03:00.936669Z"
    }
   },
   "outputs": [],
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 特征选择"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "from sklearn.feature_selection import RFECV\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "\n",
    "def select_features_cv(X, y, step=1, cv=5):\n",
    "    estimator = LogisticRegression(max_iter=1000, random_state=42)\n",
    "    rfecv = RFECV(\n",
    "        estimator=estimator,\n",
    "        step=step,\n",
    "        cv=StratifiedKFold(cv),\n",
    "        scoring='accuracy',\n",
    "        n_jobs=-1\n",
    "    )\n",
    "    X_selected = rfecv.fit_transform(X, y)\n",
    "    print(X_selected)\n",
    "    selected_features = X.columns[rfecv.support_]\n",
    "    return X_selected, selected_features, rfecv"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:00.965587Z",
     "start_time": "2025-10-08T04:03:00.952578Z"
    }
   },
   "outputs": [],
   "execution_count": 14
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 训练集和数据集各自分别进行处理"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "# 在训练集上进行特征转换\n",
    "# 1. 特征编码和处理偏态分布\n",
    "X_train, encoder, skewed_features = fit_transform_features(X_train)\n",
    "\n",
    "# 2. 标准化数值特征\n",
    "X_train, scaler, numeric_cols = fit_scale_features(X_train)\n",
    "\n",
    "# 3. 处理类别不平衡（SMOTE）\n",
    "X_train_balanced, y_train_balanced = handle_imbalance(X_train, y_train)\n",
    "\n",
    "# 4. 特征选择\n",
    "X_train_selected, selected_features, rfecv = select_features_cv(X_train_balanced, y_train_balanced)\n",
    "\n",
    "# 在测试集上应用相同的转换\n",
    "# 1. 特征编码和处理偏态分布\n",
    "X_test = transform_features(X_test, encoder, skewed_features)\n",
    "\n",
    "# 2. 标准化数值特征\n",
    "X_test = scale_features(X_test, scaler, numeric_cols)\n",
    "\n",
    "# 3. 特征选择\n",
    "X_test_selected = X_test[selected_features]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:03:04.059594Z",
     "start_time": "2025-10-08T04:03:00.970093Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "进行对数变换的特征: ['DistanceFromHome', 'JobInvolvement', 'JobLevel', 'MonthlyIncome', 'NumCompaniesWorked', 'PercentSalaryHike', 'PerformanceRating', 'StockOptionLevel', 'TotalWorkingYears', 'TrainingTimesLastYear', 'WorkLifeBalance', 'YearsAtCompany', 'YearsInCurrentRole', 'YearsSinceLastPromotion', 'YearsWithCurrManager', 'BusinessTravel_Non-Travel', 'BusinessTravel_Travel_Frequently', 'BusinessTravel_Travel_Rarely', 'Department_Human Resources', 'Department_Research & Development', 'Department_Sales', 'EducationField_Human Resources', 'EducationField_Marketing', 'EducationField_Medical', 'EducationField_Other', 'EducationField_Technical Degree', 'JobRole_Healthcare Representative', 'JobRole_Human Resources', 'JobRole_Laboratory Technician', 'JobRole_Manager', 'JobRole_Manufacturing Director', 'JobRole_Research Director', 'JobRole_Research Scientist', 'JobRole_Sales Executive', 'JobRole_Sales Representative', 'MaritalStatus_Divorced', 'MaritalStatus_Single', 'OverTime_No', 'OverTime_Yes']\n",
      "[[ 1.00639738e-04 -1.53664777e+00  1.05431261e+00 ... -7.00367693e-01\n",
      "   6.20798219e-01 -6.20798219e-01]\n",
      " [ 1.88206373e+00 -1.53664777e+00  1.05431261e+00 ... -7.00367693e-01\n",
      "   6.20798219e-01 -6.20798219e-01]\n",
      " [-3.32010494e-01  8.45356640e-02  7.56257988e-02 ...  1.42782143e+00\n",
      "  -1.61082936e+00  1.61082936e+00]\n",
      " ...\n",
      " [ 2.28382520e-01  2.02362546e-01  7.56257988e-02 ...  1.42782143e+00\n",
      "  -1.61082936e+00  1.61082936e+00]\n",
      " [-5.40167942e-01 -7.26056053e-01  7.56257988e-02 ...  1.42782143e+00\n",
      "  -6.28565791e-01  6.28565791e-01]\n",
      " [-8.85529050e-01  5.68167049e-01 -3.77490556e-02 ...  1.42782143e+00\n",
      "  -1.61082936e+00  1.61082936e+00]]\n"
     ]
    }
   ],
   "execution_count": 15
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 使用逻辑回归进行预测\n",
    "* AUC Score: 0.8797"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "# 初始化逻辑回归模型\n",
    "model = LogisticRegression(max_iter=1000, random_state=42)\n",
    "\n",
    "\n",
    "# 在训练集上训练模型\n",
    "model.fit(X_train_selected, y_train_balanced)\n",
    "\n",
    "# 使用训练好的模型在测试集上进行预测\n",
    "y_pred = model.predict(X_test_selected)\n",
    "\n",
    "# 导入评估指标\n",
    "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score\n",
    "\n",
    "# 打印分类报告\n",
    "print(classification_report(y_test, y_pred))\n",
    "\n",
    "# 计算混淆矩阵\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "print(\"混淆矩阵：\\n\", cm)\n",
    "\n",
    "# 如果需要，计算 ROC AUC 分数\n",
    "y_pred_proba = model.predict_proba(X_test_selected)[:, 1]\n",
    "roc_auc = roc_auc_score(y_test, y_pred_proba)\n",
    "print(f\"ROC AUC Score: {roc_auc:.4f}\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:10:46.424775Z",
     "start_time": "2025-10-08T04:10:46.398872Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.79      0.87       297\n",
      "           1       0.41      0.79      0.54        53\n",
      "\n",
      "    accuracy                           0.79       350\n",
      "   macro avg       0.68      0.79      0.70       350\n",
      "weighted avg       0.87      0.79      0.82       350\n",
      "\n",
      "混淆矩阵：\n",
      " [[236  61]\n",
      " [ 11  42]]\n",
      "ROC AUC Score: 0.8797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\software\\Anaconda\\envs\\talent\\lib\\site-packages\\sklearn\\utils\\validation.py:2742: UserWarning: X has feature names, but LogisticRegression was fitted without feature names\n",
      "  warnings.warn(\n",
      "D:\\software\\Anaconda\\envs\\talent\\lib\\site-packages\\sklearn\\utils\\validation.py:2742: UserWarning: X has feature names, but LogisticRegression was fitted without feature names\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "execution_count": 19
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 使用xgboost进行预测\n",
    "* AUC Score: 0.8459"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "from xgboost import XGBClassifier\n",
    "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score\n",
    "\n",
    "# 初始化 XGBoost 模型\n",
    "model = XGBClassifier(\n",
    "    n_estimators=100,        # 树的数量\n",
    "    learning_rate=0.1,       # 学习率\n",
    "    max_depth=6,             # 树的最大深度\n",
    "    random_state=42,         # 随机种子\n",
    "    use_label_encoder=False, # 新版本中不需要 label encoder\n",
    "    eval_metric='logloss'    # 评估指标\n",
    ")\n",
    "\n",
    "# 在训练集上训练模型\n",
    "model.fit(X_train_selected, y_train_balanced)\n",
    "\n",
    "# 使用训练好的模型在测试集上进行预测\n",
    "y_pred = model.predict(X_test_selected)\n",
    "\n",
    "# 打印分类报告\n",
    "print(classification_report(y_test, y_pred))\n",
    "\n",
    "# 计算混淆矩阵\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "print(\"混淆矩阵：\\n\", cm)\n",
    "\n",
    "# 计算 ROC AUC 分数\n",
    "y_pred_proba = model.predict_proba(X_test_selected)[:, 1]\n",
    "roc_auc = roc_auc_score(y_test, y_pred_proba)\n",
    "print(f\"ROC AUC Score: {roc_auc:.4f}\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:02:53.735119600Z",
     "start_time": "2025-10-07T14:56:59.398055Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.90      0.96      0.93       297\n",
      "           1       0.65      0.42      0.51        53\n",
      "\n",
      "    accuracy                           0.88       350\n",
      "   macro avg       0.77      0.69      0.72       350\n",
      "weighted avg       0.86      0.88      0.87       350\n",
      "\n",
      "混淆矩阵：\n",
      " [[285  12]\n",
      " [ 31  22]]\n",
      "ROC AUC Score: 0.8459\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\software\\Anaconda\\envs\\talent\\lib\\site-packages\\xgboost\\training.py:183: UserWarning: [22:56:59] WARNING: C:\\actions-runner\\_work\\xgboost\\xgboost\\src\\learner.cc:738: \n",
      "Parameters: { \"use_label_encoder\" } are not used.\n",
      "\n",
      "  bst.update(dtrain, iteration=i, fobj=obj)\n"
     ]
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-08T04:02:53.736119200Z",
     "start_time": "2025-10-07T15:01:13.652473Z"
    }
   },
   "cell_type": "code",
   "source": "train_data.head()",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "   Attrition  Age     BusinessTravel              Department  \\\n",
       "0          0   37      Travel_Rarely  Research & Development   \n",
       "1          0   54  Travel_Frequently  Research & Development   \n",
       "2          1   34  Travel_Frequently  Research & Development   \n",
       "3          0   39      Travel_Rarely  Research & Development   \n",
       "4          1   28  Travel_Frequently  Research & Development   \n",
       "\n",
       "   DistanceFromHome  Education EducationField  EnvironmentSatisfaction  \\\n",
       "0                 1          4  Life Sciences                        1   \n",
       "1                 1          4  Life Sciences                        4   \n",
       "2                 7          3  Life Sciences                        1   \n",
       "3                 1          1  Life Sciences                        4   \n",
       "4                 1          3        Medical                        1   \n",
       "\n",
       "   Gender  JobInvolvement  ...  PerformanceRating RelationshipSatisfaction  \\\n",
       "0    Male               2  ...                  3                        3   \n",
       "1  Female               3  ...                  3                        1   \n",
       "2    Male               1  ...                  4                        4   \n",
       "3  Female               2  ...                  3                        3   \n",
       "4    Male               2  ...                  3                        1   \n",
       "\n",
       "   StockOptionLevel TotalWorkingYears  TrainingTimesLastYear  WorkLifeBalance  \\\n",
       "0                 1                 7                      2                4   \n",
       "1                 1                33                      2                1   \n",
       "2                 0                 9                      3                3   \n",
       "3                 1                21                      3                3   \n",
       "4                 2                 1                      2                3   \n",
       "\n",
       "  YearsAtCompany  YearsInCurrentRole  YearsSinceLastPromotion  \\\n",
       "0              7                   5                        0   \n",
       "1              5                   4                        1   \n",
       "2              9                   7                        0   \n",
       "3             21                   6                       11   \n",
       "4              1                   0                        0   \n",
       "\n",
       "   YearsWithCurrManager  \n",
       "0                     7  \n",
       "1                     4  \n",
       "2                     6  \n",
       "3                     8  \n",
       "4                     0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Attrition</th>\n",
       "      <th>Age</th>\n",
       "      <th>BusinessTravel</th>\n",
       "      <th>Department</th>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <th>Education</th>\n",
       "      <th>EducationField</th>\n",
       "      <th>EnvironmentSatisfaction</th>\n",
       "      <th>Gender</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>...</th>\n",
       "      <th>PerformanceRating</th>\n",
       "      <th>RelationshipSatisfaction</th>\n",
       "      <th>StockOptionLevel</th>\n",
       "      <th>TotalWorkingYears</th>\n",
       "      <th>TrainingTimesLastYear</th>\n",
       "      <th>WorkLifeBalance</th>\n",
       "      <th>YearsAtCompany</th>\n",
       "      <th>YearsInCurrentRole</th>\n",
       "      <th>YearsSinceLastPromotion</th>\n",
       "      <th>YearsWithCurrManager</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Medical</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-08T04:02:53.737111600Z",
     "start_time": "2025-10-07T15:02:50.956320Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 数值型变量的分布\n",
    "numerical_cols = train_data.select_dtypes(include=['int64', 'float64']).columns\n",
    "corr_matrix = train_data[numerical_cols].corr()\n",
    "plt.figure(figsize=(12,10))\n",
    "sns.heatmap(corr_matrix, annot=True, fmt=\".2f\", cmap='coolwarm')\n",
    "plt.title('Correlation Matrix')\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ],
      "image/png": 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FwF41bKaZ+sJFpN2U5z/lxzTKmzZS3pyJKcAPS67fYt7URlFxGT79OVl23M9HjYfGBqFlY3do1ApEnc/Hz8tTcO2G7WuTDA9PrI1uHXyk9/t8Lr7+7SqSrlc/b16fU0/kzQffxFv8Nm5oEIb2qYEafk5ITS/GX5tSsXqLvH4R9UOUGNheg0AfBfIKDThwVo890Tq7921ZT4XerdXw81TgZq4Bu07qcPyS/N1rE6lCjxbSOVl5Bhw4o8P+M/bfT0eTp15NBfq1UaOGkAU4fF6PfVWkaV5HiZ4tVPD1UCAzz4A9p/Q4GVvZvhAvjHeCl5tlYLe5vxejwPqrLW/7+lHbpxVtD7V9izfmVK/tG+iB5vXL275LxVi8Sd729aC2b6SXRdpth/Px4dcpVuvwQ/cFo2tbb/Gun76Yj+8WJyMppYqHMOGVx8NRWFSGj3+8avOcAF8NvpvbECs3p2HRKks5CLr/rKl10KNzgNTWnM3CFz/GITG5+v3l2y82Fu/Tu5/JA9D5+zph9vQ66NDaFyqVAmcu5OD7hfGi37SFs0aBcf3c0KaR1EddSijFks151SgnBcb390Czek6inE7HlGDJljxZOZni46nE27N8sfVQIVbvzneoOvPBV9etXpfqzYz7a5rUmzx8u+jW6s2rT4SLfuqj7+3Xm+/fa4SVm25g4V8pNmV55IFQdC9vh6PP5eLrXxOQeAvt8BvP1Bf1Zt7Xly1+u29YEIb1DRTtcAq1wxtTsWpzqs1ymjDIC+2buohyuhBfjIXrsnE93X775+muxOQh3mjewFnUz6gLRVi0PgtZuVI5PTLOBz3auNlM/+T715HqwH0U8/8PVl4wVZKXl4cuXbrAzc0Nu3fvhkajqfgtMzMT27Ztw7hx48T3goIC/PXXX5g0aZLN63355ZfinB07dojvMTExSE5ORs+ePcX3yMhIvPfeexg9ejQcCW1IENqv/wkab8uJqzlBo/qj5W8fIf7L35C2eS+CRvRFywXzUFZcguvLpC2DXCJC0GHTz8g8FIUTE56Ge8O6iHx7DjS+3jgz+/Uq7/HanEg0jvTAN79eQUGhHlPvC8XnbzfFg0+eQF6+/UGHQgE8Pi0CPTv7Y+MOy27pnf80QliIK75deAXpN4sxcVQIvninGabPOSk7r6YvMK6rEucTDdhzxoAQfwV6N1dAqQAOXbCuZYisBQzvqMDRGAMuXzegQS0FhnZQQldWJq5DtK2vQL9W0nV3RJfB1VmBbk0VqOGtwF8HrA/STHl0jBfqhmiwbGsuCosNGNHDDf+Z6oOX52egoMi6XDT4euYBb7g4K/DruhzRyY/r647nJnvjje9uQl9+29AgtRgs/LhKPinPzrOe53OmBKFBuDN+W033LsP4Qb5464laeOrdq8gvLKuynKaN8kenlu7YcdhSCUC/9enoiUVrM3DjZimG9fLGG7Nr4dkPEnE10XJi/PyMEETWccHPK1JRUFiGicMC8O5zYXjs9TjkF1Qty4z7pMn9tgNZst/UagXeejoMbi5KLFqdhptZOnHefx4JgVqdjJ2Hsq1e85Wn6qNxAw98tzAB+YV6TBkXgk/faIKpc6KqVYdnTwlHj05+2LRTPqD5bXkS1myR12sPdzXeeLYBos7mWCguiBdmUt64CqUCldOEYQF47/kIPPZaDPKqlTdB6NrWC9v2Z1oMOOc+EwHAgPmLrqFUZ8D9QwMw74UIzHo9FkU25jcvP1EXjeq744fFicgv0OPBsbXw8asN8dDzp6uVN7Mm04DbF5t3p1n8/vCk2hg9KBC/LEvGhbg8dGjljSenh0OnNyDF5NKhNRSYNsgJ0XF6bD6qR0SQEoM7qsX7vSvK+oC5aYQS9/fRYP9pPdZd1aNJhArjeztBpy8R1yHaN1RhbE8n7DxZipikMtSuocTQzho4aRTYedL2QNyR5KkdoMDkfhqcji/DthM6hAUqMaCdSrQjpJCwRpMwJcb1UOPgWT0uJZehcagKY7troNOXiusQrs4QiouNR3RISJXXu6Jq6NFmjZXavqVb8sTkbWQvd7w4zRf//Srdbtv37GQf0fb9sjYbKiVNZj3w/BQfvP5NRmXbF6zGtTQdfvxL/j7bmji/OCsMjeq64sel10Uf9cDIIHzwYj08/N8LyCuoug4/MqEWurXzxpa9N+2e+8xDoXBzVdk95/XnGqFJpCe+/uWyeJ+mTwjDl3NbYPLsY8jN11UpyxMP1UWvLgHYsF0+yaX7fv1BS7g4q/DDIlK8Fop+df77LfHES9Gw9ZQPj/EU5fTn1rzyPsoVL0zxxitf37RdTgpgziRvoYT+bX0uVEpgbF93PPuAN978vrKPMoUU7a5a5T1TZ4iXHgtHo3qu+GHJNanejArGh/+tj5kvnq9evZlYC93a+2DL3gy75z47s+p688pT9dC4vju+W3RVyDJlbC188nojTHv2VLXa4cceDEWPjr7YtMuyHX7kgdoYMzgIPy9NwoXYfHRo7Y2nHgqHTleG45ZzeTx+vy/qhTrhj43ZQqE3uq8nXnk4AC98moL8Qtvl9J9p/nBxVmLBqixRZ+4f5IUXHwrAy1+kinL6a3sOth+SK7bcXZV4cpIvzl8uRnqW3qH6qHuZf/tuI/8rWHnBVMn69evF1jZpaWnYunUrBg8eXPHbBx98gKSkpArlxYIFC7By5Uq7yovp06fLfn/kkUcwatSoCuXFvn374OHhAYdBoUDI5JFoNO8/QDXbnci3n8H15Ztw/rn3xPf0rfug8fFC5BtPVSgv6j4/E7rcfBwb/ZiwtEjbtAf6wiI0/fxVxL7/LYoSra9KEE0iPdClvR+ef/ssDp+QJkvR57Kx9Nt2GDUoGAuXJ9lMWyfMFU/PrIuG9dxRVGzZwYTU1KJFEy/M+yoGG7ZLE8AzF3Kx5tcOGNCzhkwD362pEqlZwNojUodyOcUgOsvOjRQ4FmOAzkr/RVYapJTYHiWliU81QOtUhu5NFeI4dWpdGysQn2LAqoPGAY4BKZkGzByoQnggcMX6woSUryEatIp0xseLMnE6VhrtX0oowYdP+6NPO1es3Wt99aldYy3CgzX47/x0XEuTBL+aUop3HvND+yZaHDxdVKG8iE8uRVxS1ZYTDcK1aNfMDW9/cw0nzxeIY+cvF+Kb18MxsJsXVmyRT3RNCavphBljA1Av1BnFJZYDPT9vNQZ09cJPK9KweZ+k2Ii6UID5r4RhVF9vfP6z/Dkb1nFBh5YeeP3zqzh+Rpoxn40pwE/v1ceQnr5YtiHdpizhtZzxyIQg1A93EZYFFnnXzB11amsxZ+5lxFyR8omsC2hla+xAP6vKi8YN3NGlnS9emHseR05KypBT53OwZH5rjBwQhEUr5dYL5nX4yekRaFjPzWodvpZaLD6mvPlcA+Tm6TD38xjAydVK3njitc+uVOTNmUv5WPB+Awzp5Yel69Ns502IMx6dUNNm3pBCo3awM2a9FoOr1ySZriQV4ed5kejaxhOrNlha69BguXNbH7z0/kUciZLy7vSFXPz+ZQsM71cDi1fZbhvqhLrg8alhiKxrPW8CA5wwdkgQvvw5AWu3SkqfqLO5CPBzQtvmXlhnop/s106Da+kGLN0h1fVLiWXi/SYrhn2ndVbf70EdNDgdp8faA+Vpkkj5CAxor65QFvRqrcapOD02HpYmjbHJZQjwVqBLU7Vd5YUjydOnlRrXbxqwfI/0e0yyXkwMejRXCWsQa7L0a6vCmfgybDgi/RibrIOLM9C3tapCeRHsJ3Uy5xL0uGlZNexSt7YGrRpq8fHCm8JqTDxvQgk+mhOAPu1dsXaP9baP2rfwmhq89GWarO2bO9sf7ZtqcfCUse3TVLvtI6VFp1ZeePnjOBw7JT3ImUt5+PWjxhjWxx9/rLXdiEfU1uKxB0LQIMLV6jtlytDefuL9sgcpLbp28Mdzb5zGoeOSIuTU2Wws+7EDRg2pid+W2V6drxvuhqcfqYdG9T2svk9D+gWhZqALZr1wEqfPS+3wsahMeHlq8MSMuvjsT0trgbohatFHffp7VkUfFXO1BPOe8kPvdi5Yt1fqK8xp18QZYcEavDI/A9fSJVkSU3R46zFf8duh0/J79WrrgmB/1T1TZwhSWnRq7YWXP4zD0VNSfp65mI/fPmmMYX398cca+/Vm9oNUb9yqrDdUB2sHa+2eQ+1wl7Y++M+7FyraYbIu+GN+S4zoH4jf/5JbH5q3wzTZttcOjxsajC9+uoI15e3wybM5wsqgXUtvHI+X14H6oU5o09gF8xakI/qSlLcXrpTg8xeC0LejO1bvtN5YdGjmgohaTnj+kxQk35DaqoTrpZj3dCA6NnfB/qhC3LipFx9Tnn7AVyxozF9iXXF4N/sohuGYF0yVrFixAt26dUPHjh2xZMkS2W8GMxt+8+/WIAsOX19fm78HBARAq7Xfqfwv8Wweiabz30TSolWImvpClee7hNWCe2QEUlZvlR2/vnIz3OqHw7VemPge0K8rbmzcLXMRSVmxCQqVCgH9u9q9R/uWPmIV4GhU5eQ3O0eH6LPZ6Njadt4SLz/VQAz4H/1PNDKzLQcUTuUBhfILKwftZNZXUlIGT49KqxsaqIcGABeT5WV+MdEgTGJD/C3v7eUKYZZ9yWxeejHJIMyoyUXEzRliNSf2uvy66TkQq0D1gu1rkMictqikDGfiKpcpcwsMuHilFM3rO9lNRxYVxoEYQf9fT9PL0tUOVONqiv2VOiOtGrmKlazoC5UDkZy8MuE60qaxfAJtzpMPBIqVthc/SUJ2rmUH37yBC9QqBQ5HVw4udTrg2Nl8tG5saQLauom7WK05ebZyqT8nTy8m6W2buduV5ZmHakGpVOC59+KRnWv57GSpsHH3zQrFhREy8w0KsJ7n7Vt6o7BQj2PRWbI6HHUuR6xA2eO/j9cT9e+x/55BlpU6bA6t2vTo6CdcUqyt3LVu6iHquGXeFFSZN89OD5FWId+Ls5o3B0/m4Ln34ioUF4ROZ5C9a+a0beEl5DkWXan0oWuTyTI9iz3+81gdUVZPvHoOWTmW8nRt5yPe5U075QqZdz6Pw5ufxlZ8p/ytW1OJM/Hy/Dp9WS9MliOCLWX38VAgwJvSyCcOpy7r4e+lhL+X9O7+vKEE6w/Jy02vJwse28/lSPKQLBHBCpxLkF/3zJUyIUtYoGUb5e0OBHgpLdKcvVImZKF2kQj2VaKoxHDLiguC3N1o0macEBvbvgsJJWjRwPYEv2k9Z7E6btH2peuES4C87aveJLRNM09Rh0+crnwQasdOXchDuxb2Fyeenxkm3qmn375ktQ4bobbloftq4rOfE+1er0Nrqb88crJyIpaVU4qoM1no2MZ+f/nKnIbCquCR504iM8vy2cNDXJGTW1qhuDBy8lQWmjf2gqvWsi40retss4+ifsgWTeqW91HliguC/qc+isreFKr34/q64Ze1ufdMnSHalteb46dzZG0f1Zv2Lexbvb7wSBiUCgWeevOiKF+79WZ8TXz6k22lFdGupa12OAcdq2iHX3q8rmiHZ798FlnZlnW4W3tf0Q5vNGuH3/osFq9/LHfjJZo30IpyOhVT2cfm5pfhfHwxWkbaHi9TOnJRNSouCPqfyq5lpIvVNHS99k1dhUuKLcsbR+ijmP+/sOUFY5e4uDhER0djxowZyM7OxiuvvIL4+HhERETgxRdfFO4fRlePxx9/HF999VXF9+3bt4vv5EpCridRUVGYNWsWioqKKtxGevfuLVxG6LwjR45g4cKFFm4jq1atEhYdV65cgb+/P8aOHSusNVQqlbD66NOnD7744gv8+OOPOH/+PGrUqCF+Hz9+/G3Jg8Kr17GrYT8UJafCt3v7Ks8n9w8iP+aK7HhBXIL0e4MIFCWlwDU8BPkxctvAkvRMlGbninPsERbiguupRSgzW1xITilC3+4BdtPO/ewSLl+1vrJDXE4owPFTWcINJSGpEOk3SzBlXG3h37hjXxpqtw4U51G8Cpo83yz3mzSSWT7/8/NQ4EqqvOPzKx97kN+59TTAlRuAvswAT7O5vVZD8SPovjQYtK0kC/ZXIy1TbxEbI/WmHp2aa+2ms+bjm3pThyB/qams4asS5pcRtTR473E/BPioxL3ImuNAtKWfZ0igBqnppSgzk+V6Wim6t7U/gP98YSquXrdtJx4S5CSUBllmig26NlllkGlxUXHljUOCyae2xFKWGyXo0cH+asbHPyUjIdm2v3H0+XzxMUWlAto1d5dN2k0JreWCazes1+F+3axovkyY+2Us4u3UYXNmPRiGqLPZ2H3I+ioSrdymWCmnazeK0bOD/YHYRz8l2c0bcs85Hyf51dP7QuUw475gMdDbe8y6O01oLS2upxZbypNahD5d/OzK8/78y4hPtO3HXy/MTeRx80YemDmxNiJquyA9sxSLV13D+u2Vg0WaTJO86dnyAsrIloQK8FIgxszAi9y6CHtp0rMNuJFV+WBkedAsQoXWDVTYc8r2RNWR5CFFqySLvIAyciqvG3dN/lsNb6XsHPM0pEih/4N9FSgsBib0VqNeTaWwRLuYWIYNh3Ui9o89avqrrLZ9NzKo7bM9Ka4ZoEJqhuWzpmboRbtY0fZppbbv/Sf9K9u+3XnYb6XtC63pjOtplu0NxXnp3cnH7nN88H2CsE6yB+XLczNDsedIFo6ZKEisEVbbFddSCi3bmuuF6NdT6s9s8fYnF3A5wbr1AUGTL1cXlYjzY+p+UjNYmhj6e6sslN1kDZGWWWZZTpl6dGxmu4+qaaOPolVzUwsLqvXTR3ri6LlimYLE0esMUbumVvRJlm1fMXp3tq9omvdt9erN8w+HVa/eUB9lpR1OTilG3672ldrvfhlnvx0Od61ohx+eFCqsEdJvluL3v5KxzqQdNlIzQI0bN3WW45oMHbq0tL0QUitAYzUmRkqGDsEB1qeAEwd74dzlYhw5Y1t+R+ij7kUUGnYbuR2w8oKxy/Lly+Hq6oru3bsLpcObb74prC9eeuklvPzyy+JYSkqKiGNB55GiYsOGDSKd0bpi8+bNeP755/Hqq68Kiwr6zfT65DJCriikcDDnl19+wccffywUJRR3gxQpb731loi1Qfc3QsoOun6DBg3w888/44033kDnzp1Ru3btf5wHpZnZ4lNd1F5Sp6bLkTuzk4uI+N3THRovD6vnGM+jc+zh5qqWWUYYKSjUwc3FvpmoPcWFkY+/i8VHrzbFr5+3Ft/Lygx4/6sYnLmYi9rSITiXG2GUmC1wFJeL5VRppFEBWWSINGaiG7+Tjzn5NJL7SJt6CmFtcSnJAFct0K+lUnSUmipaLVrpIh9ic2iliyw67KVLvWlpakqroMZ05DJiHJAu2ZIrVme7tNDi4VFe0KgUWLtNPhhydVEKawdzyBqDBnX2sKe4kOS1fm2jwsJVq0KRsTCozrioxETanILiMjH4toe9ybktKPhlrUBnzP3a+qqou6saBVasIMgaoyp5bkVxQaat4bVd8eyb52yeQ7E6aGXWQpYiyhvlbcub154IRZumHkI598Uvyci0siInyaMSMUDMIRldq/DRtjcoJLw81SLAIK0M/rY8GVevFaJXZz88M1NSmBpjXpCi0FqcheLSylge5pDVwa2kCQ1U4vFR0ipt4o0yu4E3HUkeoyzFpfJ2xtgWGts5U4ztJbUnclkMst/JbcTTDTh6kYKRlgoFDLmozBiswVerS1Fqx+iL2hTrbV9lG2Y1nbNSTDqr0/bRBJSCH1Md7tLCBQ+P8YZanY2lkm7erL2x9k7pq3ynqpqAEqP6ByDI3wmvfWoZBNFqW2Pjfaqyv7SjuCC27ErF/aNC8PZLjfH597FIyyhGp7Z+GNI30Ga9dNGSYtl62223nEQfZb18SVltpF9HFwR4q/DFH1WPW+5mnVliJa4DxaD4u21xderN6AEBwvLi1U8qAzzbwpYst6Ud9tCIdvjlJ+vh1z+TcDW5CL27+OHZR+qI381jXrjaKCc6RmVhb1yTkmGtrtF4yHIw1bqRViy6vPujfSXB3eyjGIaVF4xNdDod1qxZI6wjSOlAn65duwpLiGeeeUbEpaBjFMCTXD0IUmCQRYTxO+Hl5SUsN6xBCg46n9J5e3tbuKD88MMPeOCBBypiZISHhyMrKwsffvghnnzyyYpzp06dKiwwiDlz5uD3338Xio7boby4VRRk72oHAy3/VHmOQbZSQO4DpthLbq4Jv1XIqmP+u82RcqMYr86jAFk6EajshcfqyfwTSS57WPMgqm6aTccNQjEwuK0CQ9opRZDDgxcMQrlRqpdfz/ya9u5hz6upOukuJpTg08WZOB9fUjFRoZUtDzclRvVyw/od5te0fdHquFjZo6q8hEKKP1Kd8/+pLOZMG1MDI/v5YcWmdBw8mSvuTab2MvHs1OHbKc6oQUFil5zjp7Mr3yflrZTT7ZNlybo0kSc9O3pjjnA3UWDt5gKLsqHjNuWpOl6tXSi4qrenRpgm7zuaWeFPTL7WD46phQ+W6avMk3/6fhuhaPffri6Gj6cCA9ppMHukMz5fUWx1gu5I8lR5Xfx9Wf7apxNteHK6dCAh1YDUzFI8MtQJreopceRCmc22z061sdsvVCcd7UDxySJj2ycdPBNbInYyGN3bHX+uuoX3+x/WYbKUmjImGG9/FW+hkL3Vtuaf9pdXEgvwn7fP4IXZDbBwfjtx7EJMLn78/QrmPFJf5JV5/v7d9qY6fVSQnwqjervj62XZFpNdSm7e9t3NOrN0xa3V4dtSb8bWxNtfWK83t9Qv/ENZNOXt8GsfXcLeI5mVMS/8nfDguBCc/OhGtcveXjnd6niofyd3XLlWgjOxxXbz5m72UQzDygvGJrSzSHp6OoYMGVJxjP7fuXMnNm7ciJEjR1brOmFhUoyHW+XmzZvi/m3atJEdb9++PUpLS3H58mURSJSoW1dy1SCMwT7pnLuBLltafVd7yOMOGK0pdNl5FRYX5ucYzzNegyD3jWn3h8rO2XkgHT5eliadri5q5BdULx6DLcYNk+IbPPPmGeSU+/AfP5UNdzcV5jxcF99ulq9emltYGFcQjb9bW2V0Mmt5jN+Nv9NkYcMxA7ZGGUScDNpOlY61iJC2FzRCu4iM7Cm3Ujl6tkhs4WYOrU6Qm4UtyLfTuFJrmU66Z26+AdGXLC0iKNAZ+TEv/6ye7PiBk3nwNokTYrqKYs0K4lagZzFdbauQt9yi47cPI2XH9x3LgY+n2qosVe16ciuDjjnTaqJHey8xSf95hTQAmzA0ABOHN5adu+tgBny8rOSNq0oozG4HtMNIqyae+GFxpW8z7Wgy9T65UnPfsWx4e1p7n1S3LW+Ic7GSxUj0hXwE+mkwfkiAiIVAEexNIfcWq3lD8lQRbb8qyLKFLKkOR8l3jDkanS3ikLi7FIptP40WAsb32YhzhQWE9dVaa2m0NtLkFNCnDLgO3MwxYNYIZzSro8IJs21M7V37bshjtOSQLCwMVVpXEMU20hjbHGN7mZhmmfbqDYOYiFI8DECqjyN6umNUL3nbd+RMkZgYmkPtBFl72aKg2FbbV5mO/OujL1laGdExavs2/txSdpzM8n08rbV91ldsqwvNmZ6dEYq9R7Nw4kyubFJFv9GOJg+MlMuyc18afL2tvN+uKuRXsdNIdTh6MhPjZhxGcKDk8kEunUP6Bon/OzfXot/DrhZ9lJebymp+24oxQBTa6KNE+RZJwa4fGumJY2eLcDauRKYIoN9G9HTD8B5uDlNnaDvUcYPlbjt7jmTC22rbp/zH9ea5h8OEouD4mRwLxf7kUUFiVxPzPsrXS2vVIqOqXU+qoqBIaocPlQerNkLBL6kdXvRuiOz44VMFYgt7q/ld1bjGimWG6bjGiJuLAo3rOmPpJrnFzug+nhjTN8Rh+qh7Gd5t5PbAygvGJrRrCEGxLMwh15HqKi/+bvBNW6vBZeWOq2qTaGpOTk53fDW5uuRdkuz9XOuGISfqfMVxt7qSEifvQhz0+QUopLgX5ceMOAX4QuPpLs4xsmZLCg4ck/vqd+vgKxpx6nRNHzMkWCviVPwTggKccTW5sEJxYeTU2Rz07hIAV2c9CoqlOBXUwfi4ywfjFHTTmm83YQxCR+fQLiWVaaQGPaM8Rle9YKCwBEjOkAJ1ErRDAMXBSDHZoGPX8UJEmQ2OWjd0RtN6ThZ5Q/63100CnVnzAQ0LsuyMKR1FSycahGqECay5vy65spBJ7MufJQmLESPtm7uhZSNXC1mC/DVISv1nyjUKwkWmmzTwpCCgRoL9NcJ39h0zd42OrTzQuombhSw1azgh6fqtu4VYG1y+/kQoGtZ1wfdLUrBme2Wd3bQnE7v3y6OPd23ni3YtvCzkqRWkFfXvdkDviFqtxK4DlVvmrd2aipMX5c/bqZWnCGhqLktwDSck/sO8oV1IAv01QnlkStzVIhFZf/32Gzh0Qj5I69LWW0RVt5Y3Cdf+Wd6QvzYpJ2nlr9TE7YFiOBBGKwN6f6lOUzBJ44SZMAa5NI0TYSSt/JiflwLXMip/9xPXkNKQorJxuEq4ZZi2Eclp0j08Xa0P7hxJHorZQ7JQ7AtTjEE306zJUh53g86hXUqM+JanuZFVJpQfTcOVQoFh+jyK8hgy+SaTjV3HChB1Ud4OtWmkFQEfzetNoC9tV2mn7UvXISzYcjhYw1eNy8a2L6y87YuS39NJrYBeb8Azc2PEXyOd23ihTTMPy/Ym0NlmHJzqQDsONKrnJj79uspjIEwaKSkM/vPWaaRnViqZu3f0R/vWPlb6SxckJFXfBc0agQHOaNvSB5t3pgqlhZEGdd2RnVOKjfsLKnbeMNLK2EeZWelIfZRtZQrFuzC6Yshk8FWJcvL1VIrdtujTpaU8GKNRafHp75myOEl3s86s3pKGXYfkO251aeMtgr1arzdVu4VUq950k8dkMCot/jvvAjIydbLAke1aWI6zagb+8z4q+XpReTusRKmJOamxHX7ruxsoNlGCtm3igmYNtJZjCT81ktNs15nr6aUIr2k5Pg70UyMuSb4Q06KBVgoCflr+bNsP52HbjkSH6aMYhncbYaySkZEhLC8oaCa5iZh+xowZg5MnT+LSpUsWZnVVmfbeChSckz7Hjx+XHT927JhwVQkNlVsjOAoFcVdRcDkRwaMHyI4HjeovFBuFCdJWG+nb9qPG4J5QmpguBI0egDKdDuk7D1Ucy8gswcW4PNnnaFSWiHvRvpWPzE+Qopub7kDyd6BOOby2i1i1NqVpI08RkIyUCgTtD341DYisJS/zyBCFWHm8ZiU2Iik8yHKCzpGnkSYEZGFBtKqrRJ8W8uapXQOFMI+MNQmER2beV67pZB9y46BVhaZ1KztsD1cFIsM0OBNne9BM6YIDVCIQmRH6v1aAuiLoWcMIJ8wc5YVAP5PgaAppm9XYxFJculKMuMTKD+0yQpYNLRtWrryRsqFxPRfZDiR/B2P6Ti0rV19Jn9emiStOnC9AbEKR7HPybL5YFaFJeqUsKjSp74YT5+z7dVcFrWK99nhtNIhwwQffJckUF8TNbB0uxuXLPkejpTpM28KZ1uEWjTzFCsvtgLZjvZFejNT0ykFaRmapRd6cOJtnNW+a1neV7UDyd2jb1B3Pz6gNfx+NbBWweUM3xCcVCXkuXc6XfY6dyhGre6TcMUKrbhTAjKyg/gnG1SzyITaPDRKXUFBhAUBbfcZfL0PTCPkKMX0nKwCa7JtDk/+MnDI0ryNP0yxCibSsMmTmGsQ7PLaHBj1aytuXBrWl9z3FStwZR5OHZLmSYkCTcHkbRd9JlqQ064pbauMs0oQpRUDRrDypTR3aSY0eLeTyNgxVignf5etl9tu+2GJheWW6Y0W12r7YYhFk0aLtq6GuMB9vFOGEh0d7W7Z9TaS270JcAWKuFFZ8jp/JFcpVUmAY8fJQoVmkG06ckSvybgV6Xx5//aLFh9iwK138f/hkJi7G5lV8jpzMFG1NB5OduMgsvUUTb/HbP4GsBF56MhKtm1W2Y77eGvTtXgP7jmQgK68MV67rZJ+zxj7KrJxosk+/2eKssY8yCc5J/1MwR/qN6sRb39+0+BC7jxeK/0/HFjtMnbmRUYqY+ELZh3YZoXpDu46Ytn3NIt1xvIoAm1XVm9mvXbD4EBt2pov/j0blmLXD2Vbb4RaNPcRv/wSjxYV5ENLObb0RdyUfF+JLxKKJ8XM6pkiMJZrXr1wMJHfVhhHOOF2+dao1TscUi/pB5WKE/qe4Fubp6oU6ISNLh/QsudKK6pUj9VEMw5YXjFUo1gXFvJg5cybq1JECCBl59NFHxW4hZH1BsSpu3LiBxMREEV+CvtOuJLQjSUiI3MzM3taptJMIuYiQssKUhx56CJ9++qm4NgXsPHXqlNiZhHYSIfcQutfdhlw/3BvXE0oL2i2EiJk7Hy1+eh+lN7OQunYHAof3Qc37BuPExKcr0sV99CNqjh+Cdut+RPxnP8OtQTgi334GiT8uQ1Gi7T2yCdqq68TpLLz6dAN889sVYSUxbXwo8vJ1WLXpuix+BW3HSD7/1WXpmmT06xGAT99sikUrEpGfr0f3Tn7o2y0AXy64DIN7pbXIgfNlmNBDiZGdlDgVX4YQfwU6Riqw85RBDPBpVdPfE8jMp8BSUpr95wwY2p62AyxDzDUD6tdUoHGoEqsOVg7Mj8WU4f4eKvRpqUBMsgHhgQp0bqTEwfNlyKriUS4llAof20fGeGHZ1jzkFZRhZE83YSK542ihbKBFmnxjJHgynx3WzQ3PTPLBn9ukCeu4vu5ITC3FkbNSJ7/rWCF6t3XB0xO88dfOPOHm0rudqxgMvPezpbbmXFwRTscU4OkHA7FwTQZy8/UYP8hXuIxs2ldZd0OCNGKVId5sJcQeaZk67Dicg2mj/EUZUxT/4b28xYBi1Xb5Sj5xNqYApy7k47kZtfDz8lQhy8RhAcIUd8OuStlrBzuJ1aDLidVf5RrayxdNG7iJ7VLTs3SIrCNf9bt42XIl5tT5XJw8k41XnqyP7xYliN03pt4XIlxGVm9OkdVhjUaBWLN976tDnVBXXKmGJZKUN3l4fmYIFlDe5OkwcXgNsc/9hl0ZMp9pKqdbyZuNe25iUE9fvP5kKP5Ymybitwzp5YvwWlq8+ql8RyIjpy/kIupsjghY9sPvicjO0wnXkrx8PdaU73tPhNWimENKxF6pft7QVnYHjmVi1uRQYU58JbEQ/br7o0kDd7z2UQzgWelSs/24DjOHOeGBfk44eoEsk5Rikr/xsE5YaJClQKCPtEtGfnmWbDuuw/heTsgvBs5d0aNJuAot6qnx+1apblO7sPOkDv3aqZFXaEBcchlq+ivQt40Gl5L0uHDVtgm0I8mzK1qHaQM1uL+XGidiyhBaQ4GuzVTYckwv4vKQLBRsMyPXgIJyWXac1GFsd41oC89f1aNRqEooVpbsLK2QZc8pPfq2lmS5lFSGQB8l+rRS4VyCHpfNto82h2IM0NaJj4zxxrItucgrLMPIXu5S23ekwGbbd/hMEYZ2d8ezk33x51ZpgjiunwcSUyrbvp1HC0VbN2eSD1buyBOrwn3aS23fuwss274zF2kHoly8+EgYflx2TWw9PHlkkDC3X7cjQ7YrCbU3cVert1pLAZ1JOWINWjWn34xbERuhLcRPnMrCa882xNe/XEZOTimmTwyX+ssN1yrOo8C+9D7FXK6+wpKUI6fOZeO5x+pj/s+XhUXBw5MjxN8Fi6/AK0w+fiIuXZX6qJmjPfHn1jzhmkYukFROO4+Z9FH+KuGKV9FHnS3CkG6ueHqSN1Zsl2Qc04f6KB2OnpV2fiDliDWEsuu6TmYZ6Gh1hjh9MR9R53Lxn1lh+HHJNdEWPzA6WKo329MrzgutSW2fAnEJt1Bv4m3VG0mJQudY9lE5Iqjmd4uuinHW1HFSO7x6S6psVxLRR91iO7z/WCYemxIGrVYlglD37xGAppEeeOXDSzQylp1PyoyzcUWYfb8vFm/MEuOaMX09kV9Uhm2HK+sr5S3VmYRrUptyMLoAI3p64IVp/lhS7g5y/0AvERD8kJmFRe0gjWxLVXvczT7qnRca4F6Fdxu5PbDygrHpMkK7dZgrLgiyeOjbt69QcHz99dfYunUrhg4dii1btqB///5YtmwZhg8fjkWLFlXrXpMnT8a8efMQExMjrmnK9OnThUvIr7/+infffRdBQUFCoUJKDUfBs1UTdNq+ENEPvYik36StY+mv0tkJdeZMR8jUMcISI2rqC7j+58aKdPkXL+PwoOloNO8FtF76hVB8xH/+Cy698UW17vvKvPN4fFodPDYlQqxmnLmQg9c/uiA6DyPPPFIPQTWcMf6RY9V+ntS0Yjz24ik8MjkMzz9WX6wSU1Ayut+eQxkYNKFSeZFwA1h5oAzdmigxpotSbOW3I9qAI5ekQUCQDzCplwrrjpTh9BXpGP1VKcvQIVKB5hEKseK49nCZ2GHESHwqsPpgGTo3VqBVHYWwyNhyogzHY6vnCvTl0ixMGOCB8f0kV4CYxFJ8/ad8z/IHh3iKXUOe+yy9YuLw4W+ZmDjIA1OH0Y4Q0krX4k25FVvs5eSX4d2fMzGujzsmDfIQHSutinzwWyYuJ1vv9D/4MUUoGB4c4SdkuXC5CB/9nCKLpfDwuBrC3PbRN81C9lfBt0tviAn2qD7eQhay9nhzfrLY9tMac79JxIz7gjB9bKCQ5XxcAd7/Lklcw8hjk4JRw0+Dh16q/n7qnVtLq6uDeviKjzlDZ1rf6ePVDy9i9pRwPDo5TKrDF3Px5ieXZHV4zswI4cp0/2MncauQT251dtch5n59FTPGB+OhsUFClnOUN98mikGikcceqCliVUx/kQaX1SMrR48X3r+MaWODMPuBmqKcLsUX4KWP4itiYFjj9U9ixODt4Um1RcDBsxfz8NZnsbK8efKhcJE3k56Ixq3w1uexIvDZ2CFBIiZLQnIh3vgkBgdPZKFNz0rlRdy1MizcXIL+7TSYMtAJ2fkGbDioq9hCtFaAEo8Od8bSnSU4flGSi/6qlSVCqdAuUiViRyzZXoLouEq5t5/QCReIzk3JykCaqB86p8PWY/YHzo4kDykS/tihE4qFSX3UIl7GpqN67D8jXbemnwIzBjth+Z5SnIyV6hD9VatK0bWpCq3ra4Tlx5+7S3E6vrKO7YrSC1k6NlKhQ0OVcNE7ckGP7Ser50f+xR9ZmDjQA+MHSC4bMVdLMX9plrztG+oltX2fplW2fb/exKTBnpg63FNMcGnVffFGeds396ebGNfXAw8M9oDWSYn4a6WY98tNXE6y3t689cUVPDKxJmaMrwmlQoGzMfmYO/+KLF7A4w/WRqC/E6Y8Z3s3oNvBy++exeMz6mL2tDrCQvT0+Wy8Ou+cbHvTZ2fVR1ANrYhfcUvXfu8snpxRF8/PbiBcQWhh4eXf4kVf6mUj5Nf8Zdm4v7877ivvo8gS4ZvlObJyemCIhyinFz7PqCinjxZS+bpjylAP6Mr7qCWb8/5R4FFHqjPEW5/H45FJtTBzgrHe5GHul8myevPE1BBRbx585s7Wm9c+voTHHgzDow+Einb4zIU8vPmpvB1+eobUDk94POqWrv3mpzGYMjYE46gd9tQIRftrH8fg4PEsBNexjIf22aIMPDDEG5MGS64sZOn5xe83kV9YWU7TRvoIV52n5qVUlNO7P6XjwWHemDHaR5QTWXEsXJdlsXWwl7tKKJ+qy93qoxhGYbhbgQEYxoFZr5EHO7ybzBv6ExyJQRM6wVG4eK5yJcYRyDEG9XAASoz+PQ5C3i1sN3yncfOuNGW/2xTlOZYZbJueze62CA6LxslxPG2Trvwzd4fbTUpCpbXU3Sb/puO0NQ3aNoIjoSetvINwPd6+hen/mlJjVF0HILiOY+2qkXql0kLpbrN9SXvcq+ys3wKOSK+YW1Mu3W3Y8oJhGIZhGIZhGIZh7hC828jtwXGWERiGYRiGYRiGYRiGYazAyguGYRiGYRiGYRiGYRwadhthGIZhGIZhGIZhmDuEQsVuI7cDtrxgGIZhGIZhGIZhGMahYeUFwzAMwzAMwzAMwzAODbuNMAzDMAzDMAzDMMwdQsluI7cFtrxgGIZhGIZhGIZhGMahYeUFwzAMwzAMwzAMwzAODbuNMAzDMAzDMAzDMMwdQqFkt5HbAVteMAzDMAzDMAzDMAzj0LDygmEYhmEYhmEYhmEYh4bdRhiGYRiGYRiGYRjmDqFQsc3A7YCVFwxjhXlDf4Kj8J91D8GR2Nr7OByFgf1rwJE4fMINjoK3tzMciTmNd8FR+O+uxnAU3ul9Eo7EKU0ZHIWlG0vhSJSU6OEo1GngB0fCw9sFjsIHfp/DUZgVFwlHwtPXFY7CE5PC4Uhcy/W82yI4LCX6mndbBIapgFVADMMwDMMwDMMwDMM4NGx5wTAMwzAMwzAMwzB3CKWKdxu5HbDlBcMwDMMwDMMwDMMwDg0rLxiGYRiGYRiGYRiGcWjYbYRhGIZhGIZhGIZh7hAKJbuN3A7Y8oJhGIZhGIZhGIZhGIeGlRcMwzAMwzAMwzAMwzg07DbCMAzDMAzDMAzDMHcI3m3k9sCWFwzDMAzDMAzDMAzDODSsvGAYhmEYhmEYhmEYxqFhtxHGIcjLy0OXLl3g5uaG3bt3Q6PRwNFw0Srx6IPh6N7RHy5aFU6dy8aXC+KReK2w2td46/mGKCzS470vY2THvTzUeHhyODq29oFWq8LF2Dx882s8YuLz7V5PWysQ3aPW4diY2bi554jdc2uOH4J6L82Ca53aKLySjNgPv0fywlVyOdo0RaN5L4i/upx8JP22Epfe+gqG0lKb142srcKQTk4I8lUit8CAfadLsfOk7fOJ1vXV6NdOAz8vJTJzDNh2vARHL+isnuusAV6Y4IrNR0pwxMY5psSe2YftKz5D2rVYuHn6oX3vieg8cDoUCuvmerrSEhzYvADR+1cj+2YKPH0D0bzjMHQdMhNqtVPFecnxp7Fl6Qe4duUsnF3c0LLLKPQc+bjsHGt5M7hjed4USnmzq4q8aVVfjf5tNfAtz5vtJ+znzfPleWPrHCN1ghXo3VKJGl4K5BUBRy+W4eD5MrtpmoYr0K2pCj7uQFY+sP+sHtGXDeI3Lzfg6VG239OTcWVYc1Bv8/dDp87j66VrcTnpOvy8PDG2fzc8MKSPzXJKTEnD6DlvWj5XSDCWfviyxfHUjEzc/8K7+OjZmWjTuAGqwkkDjOymRcv6GjhrFIhN1mHFriLcyLSfRx6uCozuoUXjcDWUSgXOxpdi5e4i5ORL+URQgPFBnZzRsYkT3LQKXE3V4689RUhIsZ4/h6LP4dslq3A56Rp8KW8G9MSkof3s5M0NjH3qVSt5UxN/fPz6374ucTbqIP76fT6uJ16Gh7cveg28D/1HTLaZprS0BFtWL8Sh3etxMz0FPn6B6NB9EAaNmga1Sbu+f8cacd6NlER4+wagc69hGDxmOlSqqoclVO9HdHdBqwblZZWkw/KdhdUqqzE9XdAoQg0VldXlUqzYVSgrK1N6tHJCn7ZavPZDjl1ZxvR2Q+tIJzg7KRBztRRLt+Uj9WYVsrgpML6PG5rU0UCpBM7ElWLZtnxkm8ji46HE2N6uaBShgVoFXLiiw/Id+Vaf83a/30b8PIF+rVUIr6FAmQG4kmrAlhN6ZOXhnnmnDl6+jq92R+FyWjZ83bQY36YBJndoZLfe741Nxnd7TyM2LQteLk7oExmKJ3q2hItTZf3ceTERP+w/gysZOfB312JI0whM79wEGpWqyryhunJfP3e0bayF1kmBiwmlWLwxBykZtttMwtNNiQkDPdC8vrOoN6cuFWPxplxk51XmaY/WLpg+0ssi7bbD+VhtpU2mchrRVYuW9dQV5bRyT3G1ymlUdy0ah6lEOZ27opPKqcCsnDo6o0NjjSinxBt6/LW32Gbbd+rkYfy58FskXb0ML29f9BsyFoNHTrRZViUlxfhryQLs370ZudmZCI2ojzETZqB5644V55SVlWHj6j+wfdNfuJmRhuCatTF09APo0nOg3ee7eGo/Nv35OVKTYuHu5YfO/Sagx+BpdscSuzf8jON71yDrZgq8fQPRqvNQ9Bo+QzZOOLr7L3FeRmoifPyD0bnvBHQZ8IDd+uho8sSc3o+tyz/DjeRYuHv6oUPfieg6yL4s+zb+jJM0zspIgZdvIFp0HoruQ+XjLCPFhfn48uUR6D1qNlp3G4V/Cwp2G7ktsPKCcQjWr18PPz8/pKWlYevWrRg8eDAcjdfmRKJxpAe++fUKCgr1mHpfKD5/uykefPIE8vLtDzioPX98WgR6dvbHxh2pFr+/859GCAtxxbcLryD9ZjEmjgrBF+80w/Q5J21eUxsShPbrf4LG27NK2YNG9UfL3z5C/Je/IW3zXgSN6IuWC+ahrLgE15dtEOe4RISgw6afkXkoCicmPA33hnUR+fYcaHy9cWZ25QTIlLBAJWYO0+JkjA4bDpWgTk0VhnVxEoOq7cetT9Kb11XhgQHO2BNVigtXS9CsjhqT+mmh0xeJ65ji4gzMGOIilBzVITEuCos/m4Um7Qeh9+incPXScWz98yOUlenRbcjDVtNsXDwX0QfWoMfwWagV0QzJ8Wewe818ZGVcw8jpc8U5N28k4rcPpyOkXkuMm/Up0q7HYceKz1CYn41hU960mTczhmoRFaPDxsMliAhWYVhnJ1Dftf2Enbzp74y90aU4v78EzSLUmNjXdt48NNgFfp5V500tfwUm9lThTIIBO6P0CK2hQL/WSlFO+89aH6A2qq3A6C4qHL5QhthrBjSsrcDIzmro9DqcTTAgrxD4cZOlwqRdAyWahilwMtb2wPd0TDzmfPAt+nVqjUfHDUX0xTh8uXg19PoyTB3R32qaSwlJ4u/XLz8BrXPlYEfrZDnwScnIxJPvzUdeQfUVi9MGuyI8WIVVe4pQVGLAoE5aPDXODe/8movCYutpaGD+2Cg3aJ2BJdsKoVIpMLyrFo+PccP7i/JQVp4Fo3tq0ampE9bsLUJGThl6t3HGE2Olcyzy5tJlPDvvK/Tt3BaPjB+O6Aux+Or3lSJvpoy0Pti+dCVR/J3/6hw4m+SHaT79nevGXTyFL999Cu269MfICbMQcyEKKxZ+Lt6nQaOnWU2z5KcPheJi6LiZCK/XGFdiz2Pdsu+RkXYdU8vbkW3rFmPpgo/QplNfjJ3ytJh0rFnyDZKuXMKsFz5CVUwd4oaImiqs2l2EwhIDBlNZjXfHOz9TWRlsl9UYN7g4KbBkayFUSkkB8vhYd7y/MLeirIy0idQIRUdWnvXrGZkxwgN1aqmxYkeBkGVYVxc8N8kLr/+QhYIi27I8Nd5TyLJoU76QZXQvVzw9wRPvLMiGvkyaUM6Z6AkYDOIcnc6AoV1d8fxkL7z+fdYdf78JT1dg+gA1MnIMWLFfD40K6NVShcl91PhmnQ46veO/U6eS0/Hksl0Y0DgUj3VvgajEG/hsx0noygxC0WCN3TFJeGb5HgxtFoEne7XE5fRsfLUrCpkFRXhvZFdxzqH463h2xR70bxwmzolLy8aX4pxivDignf2MATBrrBfqhmiwdEseCovLMLKXO16c5ov/fpVuu94ogWcn+8DFWYFf1mYLBdx9/Tzw/BQfvP5Nhqg3RGiwGtfSdPjxr2xZeqHgUDpbXHfqQBdRTqv3FaOo2CCUDU+OccXchXl2y2nWSFeheFmyo0jU4eFdtJg92hXzFudXlNOo7s5SOe0rws0cA3q1dsLjdM7vlm1fzIUz+OjtZ9Gxa1+MnfQwLp6Pxh+/fAW9Xo/hYx+0KsePX76LE0f3YfyDsxBcMxR7dmzAh289i5fnzkfDJi3FOcsXf491Kxdh7MSHUad+I0QdO4CvP3kDCoUSnXtY728SYqLx80ez0KLjIAwY+wSuXDyBDX98jDK9Hr2Hz7SaZvVv7+L4/rXoO/JR1K7TFEnxZ7F15dfITL+G+x5+R5xzeOdyLP/xNfQc+hAaNOuMq3GnsPb3D1BcXIA+Ix6xntkOJs/V2Cgs/GQWmnUYiL5jnkTCpePYvPQjIUuPYdZlWbfoXUTtX4NeI2YhpE5TMc7aseprZKVfw+gZ0jjLCI2rFn02G5npyTbzg/n/DSsvGIdgxYoV6NatG65du4YlS5Y4nPKiSaQHurT3w/Nvn8XhE5niWPS5bCz9th1GDQrGwuXSxMoadcJc8fTMumhYzx1FxZajvZCaWrRo4oV5X8Vgw3ZJsXHmQi7W/NoBA3rWABaYJVAoEDJ5JBrN+w9QTSVu5NvP4PryTTj/3Hvie/rWfdD4eCHyjacqlBd1n58JXW4+jo1+TFhapG3aA31hEZp+/ipi3/8WRYnXLa47qIMTktPK8PtWaYRz4apeDGL6tXUSyolSK4PboZ2cER2rw6p9JRVpXLUQFgqmE/QmESqM6e4sVoKqy86/vkRQWCOMefgD8b1+s27Q63XYu+47dOz3IDROWtn5BXmZOL57GfqOew5dBz0kjtVp3En83bb8Y/Qb+yzcPH2xb8MPcNK6YcKT88UqQYMWPaBxcsGGRW+j29BH4O1X00KWgca82SbPm76UN9HW82ZIR3neXCzPG8pnWd6EqzCa8sapennTs7kS1zMNWHVAumncdYOQpVsTpZi8WJuE9G6lEpOYzcfLKtLQQLVXCzquEwPl5HT5IDvYF0JxsT2qDIlptid93y9fj8jwELw1e4r43rllY+j0evyyegvuH9TTqkLi0pUk1PD1RrumkTavSyts6/ceweeL/gJgf9JpCimWmtXV4OuV+WL1UDxvcj7efMgD3Vs4Y/MR6yN4WvmvHajCO7/kIqV8pT3phh7/neKO1g00OHahFN7uCnRr7oQ/dxZh36nyOp+gw2vTPNCvnTNglvc//LkWkRG18ebj08X3Ti2bSnmzaiPGD+5tNW9iriSihp8P2jZtaPMZ/8511yz9FqERDfHQU9JAt2nrLtDrdNiwYgH6DJkAJ2f5+5SXm4W9W1dizOQnMWCkVLaNmncQf1cu+gJjHngSbu6eWLfsBzRu0RGPPi+9p0RYnYZ4Y859OBd1CI1bVq6aWiur5vU0mL8iD+fiy8sqSYe3Znqie0snbD5so6wiNQgNVOPtn2l1u7ys0vR4eaqHUFQcPS8pFN1dFRjWRYuuLZyRV2h/5ZmUFi0bOOHzJTk4c1lKH5NYivce80HP1lpsOGBdeda2kRPCgtR47fssXE+XKgCtSL8x00v8dvhsCdo0dEawn0ooKq6Vn5Oclov3Z/uIcy5n3Nn3W7quCsUlwG/b9BXXyMzTY0JPFWr6KnDVzjt+V9+pE5XX+3bPKTQM8sE7w7uI713q1hSKiwUHzmBiu0hoNZbD4I+3HUffhrXx5lCpL2gfHoSyMgP+OHYRhaU6uGjUWB0dhyAvN8wd3hkqpRIdI4KRkV+IRUcu4Nm+baChArBB3doatGqoxccLb+JUjCT/pYQSfDQnAH3au2LtHusWl+2baBFeU4OXvkzDtTSpQK6mlGLubH+0b6rFwVNF4lhokAbxyaWIS7JUknv6yr+Hl5fTN6sKKsvpmh5vTHMXebzlaImNclKjdg0V5v6WV1FOyWkFeGmym7CsPHZRV1FOy3dTOUmyXLiqw6tT3NGvLSlR5MrvFX/8gPA6DfDYM2+I7y3adBLtzeo/f8HAYfdZtDdpqdeExcWUR55Dv8FjxbHGzdvi0vlT2LZhhVBeFBcXYdOapRg4bHyFAqRpi3a4EncBm9cts6m82LLiK9QMb4QJj80T3xu2kMYSO1Z/j24DJ1uMJfJzs3B4558YfP8zQhFA1G8q1Z8NSz4Rx909fUX65u37Y8iEZyvOSbuegP1bfrervHAkebav/ArBYY0w7lGp/W7QXJJl99rv0HmApSwFuZk4tmsZBtz3LLoNkWSp20SSZfOyT8RxGmcR50/swLpFc4XlBcPYgmNeMHeduLg4REdHC7eR/v374/Dhw4iPj6/4vbCwEK+//jo6dOiA1q1b4+WXX8azzz6LF198seKcEydOYNKkSWjevDl69uyJN998U7ii3C7at/QR1hZHoyTFBZGdo0P02Wx0bG02GjDj5acaiBWTR/8Tjcxsy8GEk0Z6DfMLKztyci0pKSmDp4elWb5n80g0nf8mkhatQtTUF6qU3SWsFtwjI5Cyeqvs+PWVm+FWPxyu9cLE94B+XXFj426Zi0jKik1QqFQI6C+tNplCY7N6ISqcuiwfgETF6sQgmFZGzfH1UKCGjxKn4vQWaQK8lfD3kibjLk5kVaBFbLIe366p3uo5mSVeuXgEjVr3lR1v0nYAiovycTXmuEUa6iDb9rwfDVv2kh0PCK4j/mamSSvacWf2CYWFqXkjXddgKBNuKlbzppYKp83yJjrOdt74lOfN6cvyvIk2yxutEzB9sFYMML+rRt6QLOGBClxIlE80zl01COVHaIClAoRcQvw9KY188nb+ahn8PBXw9bB+r8HtVEjLBg5dsD3pKyktxfFzsejZroXseO8OrZBfWIToC3E2LS8ahIfYe1TEXL2G939agiHd2+PNx6TJc3VoFK5GcYkB58snbUReoQExSTo0jlDbTZdyU18xeCfo/9SMMjQpTxcZqharx9Gxle8VTQRpsms8xzRvTpy7hB7tWsmO9+7QBgUib2Jt502Y7bz5O9cl949LZ46jVQf5u0HWEkWF+Yg9H2WRprAgHz36j0WLdj1kx4NDwsXftNQk5GTfRH5eNpq37SY7p1ZYPbh7euPU8b2wB7lQiLIqn2iZlhW5YNiicbhGmOQbFRcE/S+VVWW6AR20aBSuwfer83Emzr4rFt2PLArIraFClgIDLl0tFRNCe+muZ+grFBcE/Z+SrkezulIbE3WpBO//ml2huCB0eukd1qgV/5P3u1GoQrh/mSo/rt804JOVOruKC0d5p0p0ehy7mopeDWrL7tG3YSjyS3SISkqzuP+FlJtIzMzD/W3lStKJ7Rti7WMjhOJCunaZ+J8UF0a8XZxRqi9DQYl918Bm9ZxRVFyG07GVigFyubyQUIIWDSwtI4w0recsLCqMiguC/r+erhNuJEZqB6qFUqM6NAqzXk7kOmLePpmnS7VWTjfL0Lj8faosJ528nOIt6wC1N+dPn0Dbjj1lx9t36Y2iwgJcPBdtIYO3rz/e/vhndDVx/1AqlVCpVOJ6hEatwRvzvheuJ6ao1BqUlpTYHEvEnT+Cpm3lYwma5NNYIv6iiXasnOLCPHTsMx6NW/eWHQ8Ijqiw3iSmP/8Nhkx8XnaOWq2BzoYsjiYPyRJ/4Qgat5HL0rSdNM4iKwxziory0a7XeDQ0k8W/fJx1s3ycVZifg98/fwIRke0w9fkf8W9EoVQ65Ode496TmPnXsXz5cri6uqJ79+7o16+fiHdB1hdG/vOf/2D//v349NNPxfHc3FzhZmLkwoULmDZtmrDcWLNmDT766COcPXsW06dPh8FQ/dVXe4SFuOB6apGFaXFyShFq13Kxm3buZ5fw+H9P43JCgdXf6fjxU1nCDSUi1BUe7mrMnhoBrbMSO/ZZDq4Kr17Hrob9cP7596EvkFZa7EHuH0R+zBXZ8YK4BOn3BhFQap3hGh6C/JhKpRFRkp6J0uxccY45NJlWqxRIy5JnSnq29J0m4uYE+krHLNJkGWRpSnTA+78XYPG2YuQXVq8MSdGg15XCL1CaKBnxDQyV7nFd/myET0AIhj74ekUnauT8yW1QqTTwCwpHaUmRcCGh/02hlQJnF3dkWLmuX3ne3LCVN95W8qb82S3zU543pZQ3i6W8oUFmVZA/O8lCpt+m3MyVvtNkxZyAckVJRm710zQJUyAkQIlNx/Vk6W6T5BsZKNXpEBpcQ3a8dmCA+Jtw/YbVdJcSksVEe/prH6PLg09jwKMv4cs/VkNnMrMK8vfByk9fx5zJY6ClYATVhOollY253FQWxjprDYplkmbFL1ykKy+vID+VcGWgyYn5Od7uSto7reJYcmq61bwJCZLy5uo1S5czo9tIQVExZrw6D90emI1BDz+P+YtXVuTN37luemoSdLpSBNaU3h8jNYKliWDKNXl7QgQE1sKkR15CUC35u3Ly8E6o1GoE1gyDi5u7iGuRcUNuyZWfl4OCvFykp9o3FQ6yVVaZlXluNZ2f0qoPP5VDDZMy3hddjDd+ykF0TNWTP7KMSM+yrO83MvUI9LMd94DqRKqV2AYknzEd1Zm4ZF2FgqJWgArTh7kjt6AMx84V3/H329uNFKUKEYNjcDslXhinxssT1BjfQwUPVwd/p9TSu5+UlSeUCWFm2tbalGmAiFVhzsVUaYHCSa3Ck8t2ouMHS9Djkz/x4dZjQhli5L42DXD1Zi5+O3QOuUUlwj3l96MX0LVuTXiRT58davqrkJZppd5k6BHkZ1thUDOA6o2lQo3qUrC/lK6Gr0rE54qopcH7T/rjp9cDxd8uLeSr4VW+T/Re2HmfAn1VNt8nYzlROVsrp/TyciLXk4pnT0kW7Q3Fo5DJFywpZa8nX7W4l0bjJNxAXN3chdVdRloqFv7wKVJTktFnoBQnQalSiTgY3j5+YjyYnZmBNct/w9noo+g7eLTVZ8u4IY0lAoLl7ZhfkNQWplnp831rhGD0tNdQo6Z8rHT2+HbR3vmXXyuwVl34BtQSshTkkXXEchzftxqd+t1vVRZHk+dmuSz+QWFyWcrHWWnXLfsF34AQjJj6eoXixMj5EySLBv7lYyuNsxZPvb8OYx95H24ePjbzg2HYbYS5q+h0OqFw6N27N7Rarfh07doVq1atwjPPPIMbN25g8+bN+PHHH9G5c2eR5sMPPxSWFkZ++uknYbXx6KOPiu/h4eH4+OOP0bdvXxw5ckRYbPxT3FzVMssIIwWFOri52A/OdfmqdaWFKR9/F4uPXm2KXz9vLb6Tier7X8XgzMVcDDE7tzQzW3yqi9pLGqjpcuSWKOQiIn73dIfGy8PqOcbz6BxzaGBLFJkp6MnMWPoddtLIBzPFpQbZ7+SScKNcoVFdigpzxV9SKJhC7h7iHkXVs8Q5f3wrovevQvs+k+Di5oXcbEmB5Ky1zANnrZvV65Ivu7jnLeQN+TFXN2/SbiFvjK4lxWZzMeN3a3N84zEL+e2k6dxYhas3ypCQal82YxwKNxf5YNq1fMBP1hfmZOXk4cbNLOHm8OTEkQjy98XRsxfx25ptIjDnO49PFed5ubuJz61CeW+e7wStSBrz3RpaZ0sFFVFUahDKR3FtJ8syFeeUH1MoVTCU6c3yRq4QdS3Pq/zCQqt5k3YzS8SueGLSaAQF+OHomQtYuHozUtMz8daTD/2t6xbkS/Vaa/Y+aV1cK6wsqsOJQztwcNc69Bo0XriMEG279MPOjUtRM7QOWnXojdzsmyJWBk00iosLqy6rYuv5SeVhCypHa5MtShfoVDlJqyrQprks1mJsUL0xvs9W02lJkaKzKoux7TDlifs80KSOk+gXfl0vBfX08Luz77erVrpu31YqJGcYsHyfHm5aoE9LFab0VeO79Tqrrm8O8U5pnGHQlSKv/IHczDLBtfx7vnmmkRK8fEHg2eV7MKhJOCa3b4Sz1zPw7d7TuJlfGfOifXggpnZshE93nBQfomGgD94dIbmn2IPK31q9Kaqq3jgrrSq9TNOFBknD+gAfFf7YlAt9mQFdWrjg4THeUKuzcdJsnktlYT0vK/scq7I4kcLQVvkaz7F1bekYxewoK7cmKsiX2hMXV7e/1d6sXbEQyxZ+I/7v1X+EcA0x5+CerZj/8Wvi/5Ztu8gsNmTyFUhtHwXmNu/vxe+F1RtLnD66Dcf3rkbnfhPh6iYPoJoQG435b0jWIBQDosdgqQ9zdHmqHGdVU5azx7bi5L5V6NhXGmcRZNlqruBgGGuw8oK5q9DOIunp6RgypHKKTv/v3LkTGzduhEv5YLtVq0pzZ2dnZ+EeYuTcuXNISEiQnWPqkvJ3lBfm7qr2rKooAvs/teqY/25zpNwoxqvzziOvQIdeXQLwwmP1pBgZ6/7Z9asyCTOQOUmV51g+ZBWBsa2uvv+dNNVFPIcdKDhXVZw7tgUrvnsOofXboN99z//t6zpS3lQVFcPaZW9VlhB/BWr6KbBkVxUR/MT7Yv9BrEUr12qd8NVLs1E7uAZqBkiztjaN68NJrcY3y9bhoVEDEVErCNXFdMVP3NPOufbENb+OKcZXpqoI8vJ7GW65rlHefPHyU6gdVAM1a/iLY60bNxB58+3S1Zg2evDfum5Vacg8uypOHNqOHz59GfUatcTYB5+qOP7AIy9DrXHCb1+/jV/nvwUnJy0Gjp4qzMNN/dop58yzz1522hP576YzlcWi3vzNa9rLOWutzbp9hdh0qBAdmjhj2jB30Vxfybyz77exD6SdS5burnyvb+bqMWOgGs0iFDgRK99VQnaPKq5/J98pY939O20NWWoQvSJr46ne0piiHcW8MEAE5Hy0W3OE+Xli7qYjWB19GTO6NEWH8CBcy84TCo7ZS3fiu4l9KtxL6Bbmt6nOM1qjOulo15JPFmXifHwJSsoV32diS+DprsTo3u6IXpD/P3ufqqxnsjRV9LNVtDet23dFg0bNcelcNP5aukDsQmKMnWGkboPGeOXdb5B4JRZ//v495r0xB6+8+7VFPahSlmqMJU4f3YrF859HeIPWGDLhOYvfffxr4tFXfsXNG0nY/OcX+OqNSXh67nI4OVta8jqSPH+nLzHn7NEtWPbt8whr0BoDxlvK8m9GYe8lZqoNKy+Yu8rKlSvF38cff9ziN3IRmTFjhvifTAJtQb8NGzaswvLCFF9f+/EobLFzhTzGw84D6fDxslwud3VRI7+g6u077TFuWC2xzdgzb55BTq50reOnsuHupsKch+viwH//0eWhy5Y05WoPudbeaE2hy86rsLgwP8d4nvEaphgtLsxX9oyrLrZWR6U01IAbqrTIuBW0rpL1SEmRfHBmXAlwdrERqKGcA5t/EVuhhjdsjwlPfAWNxlm2wkD+nObQta1dtyJvnKznDe1KYJGm2H7e2NpFoSqMlhvm5WRr9VVKA+tpyuU3X7BsHCatQMckVy2je7lCktwcTDFaXLi7Wg7eKJhkh+aNLI53adVUKC9iEpKqrbxwDq6DL+bIV51OXCoVW1da3NfGyroR+k1rJaCsWHEsT0dlbW0F07jCbtBXth/GZy8oKrrFvGlscbxL62ZCeUF5Uy+01i1f18VVqvcU38KUovIVUOPvtti6dhH+/PUzRDZpg9kvfgKNk7NsNZV2Hrl/+vNiFxK/gGBxbN+2VRVuKcSgzloM6Sy30DlxsQQerspqW0FUyG2jHGytPJtjTZZj54vF1pXWrlllvbEhS2GRZV9HW8EStFWqv5cKgzu74Ov1ZXf0/TZOfGOvyeWhIL2UX8G+le1Uj+ZK9GzuOO8USqW2xaP8AQvID9EEo8WFuxWzFDfa5gVA93rSO2OkS91goby4kHpTbJe68mQsHurcBLN7GGP3BKJJsD/G/rBOBPM0xswY0dMdo3rJ35UjZ4qEMsF63tge6xTYqDcuJuly88sQfckyGCoda1rXGZ8/Jd+d7OSlUnhaeZ+or7JfTpVWP/J0ChSWVF3PCbIKMUKuHyJNodxS1Whx4WpmkWFO7TDJPbZR01bQl+mxYvEPuG/yo/APqOwXAoNDxIfOIQuPbz97CxfORonvMvnK27ZiM1mMYwnjWMMWezb+inW/f4i6jdthypyvZG2fES+fGuJTt1E7+NWojW/eeRCnjmxB224jLM51JHm0NsZDlbLY7xf2b/oFG//4EBGN2uOBp6zLwjBVwcoL5q6RkZEhLC9Gjx4tYlaY8ssvv4gdSGrXri204lFRUSImBlFSUiJiWnTqJEUrrl+/PmJjYxEWFiazuCD3EnI98fCw37BbY+Zz8mB03Tr4on1Lb7GSYKp4DgnWIiGp+tsxWiMowBlXkwsrFBdGTp3NQe8uAXCq4YeSGyah5W+RvEuSnahr3TDkRJ2vOO5WV8qvvAtx0OcXoDApRZxjilOALzSe7uIcc8hPlgYf/mIb08qVOf/yeA6pVkxKjWbb/t4KJKdXHpeucWsm2+b41AiFUqlCxg25b+zN8u8BNeVxLUxXEmi71MPbFqFZhyEYOeM9WWBOMs309AmsuI6RvJwM0YFbu67NvPGykzflptIUS8Rq3lgxea8ON3MlNyQKlmqqFJG+A2lmvvKS/IaKc1JMZPV1L09T/ruRBrWUImBgdayQQgL9RZC7pBR5PBfj94hagRZprl6/gWNnL4mtVT3cKh3ui8uDinl7Vv8dL0lPxuc75PdoXlctAtDJcwgiUKq9OkllUjvA0m2M3oGEFKncKagdTS7cXRSyGCV0TkZ2GVQmq2q1AgNE3iSmyON+JJV/D7eioLl6PRXHzlxEv85treaNj6f737pujaAQ8T6lpUjB1IzcKP8eHBJh830iF5AdG5agfbeBmPb4m1Br5JPE6GN74ObmKSwyaoVKk46crJvIzEhFaJ3KHVP2RxfjTJxcU0Y7jVBATWtlZRo80BwqR9odwZwAHyUSrldtMUSynLwgV/60inQSwTfNZanho5IF4zSHAlKGBlrKQrE3rlzTVewC4e+twrHzcu1DQooOdUNIiVJ2R9/vgmKpLNVWFlJp8dDUZeR4TBmOnC50mHfKpVwhGOLjAZVCgcRMufLd+L2Ov1zhQtQuj49RopeXnzFYqrNajevZ+eKZWtSWYsYYqRvgJYJ20rapRnYdK0DURXm9adNIi2b1nCzGE4G+tMWpnXqTrkNYsOWwvYavGpeTpfekQZhGuIzsj5Lf00mtgF5vwGd/5ldsqUo0r6tBQ1vlZKfPobguIVbeJyqDq6n6iv7eWjnRtWl7W9NnrxFEizgqpF6X79xm/F6ztjzeA5F24zrORh1F554D4GQyCQ6vKymOMjPSxfHo4wfRvHVHeHn7WpyTddOksy3HzziWSJXighlJT5XGAIF2xhK0PSnt1NGy0xCMf3SubCxB44Vzx3eidt1mspgRtSIkxXxOpvV4T44kj2+5LDfL720ko/x7QM26NmVZv+hdHNy6CM07DsGYh9+VycIwtwIH7GTuGhTrgmJezJw5Ew0aNJB9yIqCzJKXLl2KQYMG4e2338bBgweFkoJ2G0lJSakw9aPAnOQ6QjuMkNLi5MmTYjeSK1euiPgXf4eLcXmyz9GoLBH3on2ryiBCXp5qNG/sJduB5O9Aiovw2i4iUKcpTRt5Ijdfh9KMrH90/YK4qyi4nIjg0QNkx4NG9ReKjcIEKUBe+rb9qDG4J5TlK0/inNEDUKbTIX3nIYvrUuyyuGQ9WtSVy03facUloXwAYz5opol9y3pmaepJwb+MAeP+DmQpEdagLc4f3yIzbSRXEK2LB2pFVLoambJt+SdCcdFpwFSMeeQjqx1q3SZdcCl6l4i0bXpd6sQjGnW0mjeXr+nFAN6U5uV5YxzcmecNDbxbmOVN87oqodjI/Jt5QwPVhBsGNKwtXwFrHCqtOJtvd0pk5kHcr1GovIug7xQYMDtfvkJHAf4S06qnXHF2om0C62Hn0ShZOe04EiUsAJrUtXxn07Ny8N5PS7DtkORbbmTrwRMidkajCHmQN3sYSotF/pt+KNI+DbJppwMjNOCuV0sti8JvDq2EB/opRdA7I/Q/BXKkrRvFOeV/W9avfK/UKqBpHU3Fb6Z507JRfew6clKWNzsPn5Dypp6lwiAjMxvzfvwd2w/Jo7xvPXBM5E3DOmF/67q0Ila/cSsRs8I0zfGD24XVRXj9Jlbz5K/fvxKKi37DHsCMp+daKC6I3ZuX489fP5Ud27bud/E+me5CQrEdzMvqQkKpVFYRZmUVosaFK7aDbJ6/UiqVlZ9JWflJZUW/VQXJQpNn08/ZyySLUrbLCW21Wj9Ug3MmO5CYc+5yCYL8VQj2r5z80f81/dXimkTTuk54aLg7fDwq5aUur2G4RmwdeqffbwoMLK4bqpS5UUYEKeCkUeDqjcrr5hXCId8pZ7UKrUNrYPvFRFkd3n4hUVhdNKlZHjjEhDahNYTLx6az8sCDu2KSoFYq0LyWP2qXK0VOJsoVsBQANKuwGCHlAUGJrNwyoZAy/ZyJLRZxL0iBYcTDVYHIMA3OxFnfQpagdBSYkwJ3GqH/a9VQi9+IRhFOeHi0tyxgLNWbdk20iE0sxZWUMiTeqPzQ1qW2ysm8fTKFtv6mgJzWyslYvnRtomV9taycaBcT82uTkoG2Nj16cJesrI4c2CmsMuo2sGxv0m+k4Iev3sWxg7tlx0+fPCx2zKgZEircR8jCYtfWtRbnELXD61lt+yIathUxIkxlOX1kq7ByoMm+NTYu/VQoCroPmoKJsz+wGEsolWr8+eNr2LV+gez4pdMHxN/g0AZWr+tI8pAs4ZFtRcwKU1nO0jjL1QMhdazLsuXPT4XiosvAqbhv1of/bxUXSpXCIT/3Gmx5wdxVlxEKwlmnjqXWODQ0VATcJAUHxb+YO3cunnjiCdFYkosIxbegXUmIli1bioCen3/+OUaNGiV2LiGrDNqlxMnp9jSQ0edycOJ0Fl59ugG++e2KsJKYNj4Uefk6rNp0XRa/grY+jYmv/h7VS9cko1+PAHz6ZlMsWpGI/Hw9unfyQ99uAfhywWXUMVsBqgpy/XBvXE8oLWi3ECJm7ny0+Ol9lN7MQuraHQgc3gc17xuMExOfrkgX99GPqDl+CNqt+xHxn/0MtwbhiHz7GST+uAxFifKdAYxsPVaKWSO1mDpQi8PnSxEepEKv1hqsO1AiBr9klWuMZp5fvhC05UgJJvbTIr9Q2jKtWR01WtXX4NdNVe+cUhXdh83Cbx9Nw7Kvn0brbmNwNfYkDmz6CX3HPit8NymwVdq1WPgGhIrdQq5fPY/9G39ErYhmaNJuIJIuy7djC6hZT5hJdhk8A6cPr8eiT2YKJUdG6hVsX/4p2vS4D95+Na3KsuWolDdTKG/OlSIiWMqb9XbyZvPREkzsqxXfz8br0DTi9uTNntNleLCvCmO7qRAVRyubCnRurMS2k9I2iKSvoh0IaEJDK67E7tN6jOwsKVsuJkmTo6bhSizfKx90BnobV2urL8/0UQMw+92v8NLnCzCsZ0ecuhSPheu24/H7h0Pr7CQCTMYnpwgrDR9PD7SMrIN2TSPx+e9/obi0VLiI7D95Fks378bTD4yWWRz8HUgJdylRhymDXbBqTxHyiwwY3EkrzLT3RldOJqi8aPCdVK6oIdP4/h2c8dhoN6zeK5XRiG5aJKfpceKiNAmlPD10tgRjemrhpJZWI3u1cRYThq3HitGktVnejB6Mx9/5DP/99HsM69UFpy7FYdHarZg9YVRl3iRdFzuFUN60aFgP7Zo2xOcLl6O4hPImGPtPnsayTTvx1OSxFXlT1XWtMWTcDHz6xix899F/0KXPCMRdiMaW1b9h9ANPwNnZBYUFebiWeBk1gmrDw8sHV+MvYtNfvyC8XhO06dwXly+dll2vZu06QvHRZ8gEfPbWbCxd8JHYVvX86SPYuPJnDBw1VVzLHrFJerEV6dTBrlJZFRowuLNUVnuiSmSKCdqFwzjRp/IY0KEMs8e4Y9UeyUpgZHcXWVndKjGJOqFMmTHCHct3FAhZhnVzEa4fu04UyRQTVG8Sy5WWR8+XYFCXMjw13gMrd0qm4KN7uSLphq7C0mL3ySL0aKUVwTrX7isUq+Y9W2vFriOfLaFdMlzv+Pu9/WQZpvRTYWIvFQ6eLxMBOymAJ9V/SuOo71QrE4MAiknx6OLteOGvfRjRog6ik9Lx66FzeLJXS6GkoKCel9OzEeLtDl83LVydNJjVvTk+2X4Cnlon9I4MRXRyGn45eA4T2jUU5xi3TqWdRoiO4UG4npOP7/aeRrCXG0a3tJwQm0JxKc7HF+ORMd5YtiUXeYVlGNnLHQVFBuw4UiBTTFAdvpoilcnhM0UY2t0dz072xZ9bJeuRcf08kJhSiiNnpbzaebQQvdu5Ys4kH6zckScCaPZp7yoUHO8uuEnTT6vl9OBAF5Hfopw6OkvldKrEfjm1c8Kska5Ys1+69/AuUjmdvKSrKKfD50owursWmvLdt3q3dhLltO1YMYZIMdgrGHnfNLz32hP4Yt7L6NFvKGLOn8b6v37H+Acfg7OzFgUF+Ui+Go/A4Frw9PJBZOMWIjDnr99/jMLCfAQG1cLJo/uxdcMKjJkwQwQIpk+PvsNEHAy1Wo2wOg1w8WyUCPDZs98whIRatyDrO/IRfP/eQ1j0xRy06zEaV2KisHv9Agwa/4w0lijIQ2pyHPwCa8Pd0xfJV85j17qfULtOMzTvMBBXY0/Jrke7epBLRa/hM7F1xVdw9/RDvcbtce3qRWxd+TXqN+2Ehi0k62JHl6fniEfx87zpWPLVHLTuPhpXY05i34YF6H9fuSyFebiRHCssRmicdS3hPPau/xG16jRD0/YDkBgnH2fVqCWNsximuigMt2svSYa5AxQXF2Pv3r3o2LEj3N0rG7cBAwZg+PDhmD179h25b/dR+yyOUQyKx6fVQbcOfmIl48yFHHy5IB6J1yrNZT9/uxmCajhj/CPHrF536XdtEXUmG+99GSM7XrumCx6ZHIZWzbyFSe6VxAL8sSoZew5l4D/rHrIpp2/39ui0fSEO9pmMm3uOyI5FP/Qikn77q+Lc0JnjUWfOdGhrBwtLjLgPvkfy76tl1/Pp0gaN5r0AzxaNhOKDfr/0xhcw6CoHtFs/ka/wNqujwqAOTmJbtaw8A/adLsWuk9Igs14tFR4f7YLFW4tw5ELlNTo3UaNXayd4u0tb/G07VoJjF62v8pBp82tT3SyuQXRs42Z1t5Cdq75Eekq8cPdo13siugycLn6Lv3AYv8ybgpEPvYtWXUdjx19fYPear23m79T//IqIhlLA14RLx7Bl6YdIuXoerh4+aN5pOHqPelLsF2/k8Il8i7wZ2F7Km2xj3kRJeVOX8maUCxZvK8JRk+fqRHnTqjJvth+3nTc+lDdT3CyuQXh7y31JaXLSs7kKfp5AbgFw9FKZmJAQYYEKTO2nxqoDOkRfruwS2tRXolMjJbzcaCAK7Durx6l4g8UK77juany1phRWdh6sYE7jXbLvO49G4/s/14utUQN8vTCuX3c8MLSP+O34uUt49O0v8NqjD2BYD8myhSbtP6zYiF1Ho5GelY1aNfwxcXBvjOxtNgIux3iNb199Em0ay1eQ/rurvcX5tNnJmB4uwi2B3u/L13RYsatItkPFU+Pc4OupxOs/VZqhUzmN7eUiTK/JVYhWjlfsLkJOfmU+0aB/eFct2jbUCD9xmsT+tadIrN6/01tuTUKQhcQPf65FwrVUBPh6Y2z/npg0rJ/0XGcv4rG3PsGrs6ZgaM/OFXnz0/J12HnkJDIobwIDMGFwX4zo07Xa1zVySiOP0k+WF2uWfovU5AR4+9VAr4H3of+IyeK3i2eO4aPXHsbUx99Al97DsfqPb7Duzx9gi+fe+h6RTduK/w/v3YT1y39ERuo1+AYEoefA+9BniHx7vqUbrSsVaPIzppcWLURZKXA5WYflOwvlZTXeHX6eSrz2Q2Wl9PZQYByVVbhGKANohXjFzkJZWZkyeaAr6tdWV1yjpMRSkUy7ctzXxxUtG0huAHFJOizdli9zjXhukif8vJR46etKKzqyqLi/vysahzuJenM2vhTLtko7iZia4I/p5YoGoVK9ib+mw+rdBSIGRkio5//k/aZgvL1bKsVfUrpeSDJgy3G9RdybtBsFDvNOfeD3uUyOHRcT8e2eU7hyMwc1PFzFNqcPdpBM448lpGLm79vw5tCOGN680uSd4lYsPHweVzNzEeDugtGt6mFapyZQllt80tB58dGLWH4iBsnZefB3d0GniGARA8Oo4CBmxT0Ma1C9mTjQA60baUXexFwtxeKNOUgx2U3kxWm+wnXouU8rLTworyYN9kSTuk6gdQ2y1Fi8MRfZeZV5StuljuvrgchwDbROSsRfK8XybbniHp6+rlbLiRQM5EJiLKeVe4pl5fTkWFdx7zcW5MnLqacWkaFUTpJFzEoqpwKzcurijDaRleW0al+xKKcpgyzfJ7K8oHgVtDWqj18A+g0egyGjJonfzp0+jrkvz8bDT72CHn2GVsTEWLnkJxw9sBOZN9MRVLM2Bg2/Hz37D6+4pq60FOv+WoS9OzYIaw0//0D0GjBCXNc08PC1XPk7RZYOW1Z8JbYi9fIJROd+E9BjiOTiHHfuCL6dOxX3PTwX7XqMwublX2LbX9JuJ9Z49OVfULdxe1FvDm1fiv1bFyMjNRHunj5o1Xko+o2eXWX8h7spT4levjpPlhfb//pKbEFP46yOfSei6yBJlsvnj+Cn96ZgzMx30brbKGxb8QV2rrYty0Mv/Yo6jeR9cmZaMj56tm/FNUwZ2+HedRqI6l9pWehItNyyF/cSrLxgHBqqnhTron379njsscegUqmwfPly/Prrr2I71bp1rfvX3Qnlxd3CnvLibmCuvLibWFNe3E3MlRd3E3Plxd3GXHlxN7GmvLhbWFNe3E3MlRd3E1vKi7uFNeXF3cJceXG3saa8uFuYKy/uJraUF3cLa8qLu4U15cXdxFx5wcCm8uJuci8rL6IH2rauuZu02LQH9xL3bg1g/l9Aq2rff/89MjMzMX78eOEWQjEtFixYcMcUFwzDMAzDMAzDMIxjwTEvGIenUaNGQlnBMAzDMAzDMAzD/P+ElRcMwzAMwzAMwzAMc4dQmMRYYf4+nIsMwzAMwzAMwzAMwzg0rLxgGIZhGIZhGIZhGMahYbcRhmEYhmEYhmEYhrlDKJSOs2vLvQxbXjAMwzAMwzAMwzAM49Cw8oJhGIZhGIZhGIZhGIeG3UYYhmEYhmEYhmEY5g6hVLHbyO2ALS8YhmEYhmEYhmEYhnFoWHnBMAzDMAzDMAzDMIxDw24jDMMwDMMwDMMwDHOH4N1Gbg8Kg8FguE3XYph/De8t08NRSE0thCPR75k2cBS2fnIcjkRpsQ6OgpPWsXTTSgfqtIsKSuEo6PXcBdvC198VjkRJieP0C442dHNx1cBRyM4qgqOQn+04shB6fRkcBU9fx3q/nZxUcBSKixxnLEGoNY6TN5894Y57lXOj+sARafzXdtxLsNsIwzAMwzAMwzAMwzAOjWMtzTEMwzAMwzAMwzDMvwiFkm0GbgeciwzDMAzDMAzDMAzDODSsvGAYhmEYhmEYhmEYxqFhtxGGYRiGYRiGYRiGuUPwbiO3B7a8YBiGYRiGYRiGYRjGoWHlBcMwDMMwDMMwDMMwDg27jTAMwzAMwzAMwzDMHYLdRm4PbHnBMAzDMAzDMAzDMIxDw8oLhmEYhmEYhmEYhmEcGnYbYZhqEBEI9GimhL8nkF8EHI8z4MhFg900jWsr0LmxAt5uQHYBcOi8AacT5GmahSvQIVIBH3cgtxA4fcWAA+cNMNi/NCJrqzCkkxOCfJXILTBg3+lS7DxZajdN6/pq9GungZ+XEpk5Bmw7XoKjF3RWz3XWAC9McMXmIyU4YuMcc7S1AtE9ah2OjZmNm3uO2D235vghqPfSLLjWqY3CK8mI/fB7JC9cJTvHq01TNJr3gviry8lH0m8rcemtr2AoLb2n8obOH9HdBa0aaOCsUSA2SYflOwtxI7PMbjoPVwXG9HRBowg1VEoFzl4uxYpdhcjJt145erRyQp+2Wrz2Q47NfBncsTxfCqV82VVFvrSqr0b/thr4lufL9hP28+X58nyxdY4pDWqrMKiDBkE+kjwHzpRiV5T9dK3qqdC3rRP8PBW4mWvAjhOlOHZRnqZ5XRV6tdKghrcSRSUGXErUY/2hEuQV3hvlZCrPqJ4kjxOcnRSITdThzx0FSL1ZtTzjerugcR2NkOdMXKlIZyqPp5sCw7u5oFG4Gm4uSqTe1GPL4SIcv1Dq8LLUq6VA/zZq1PBRiDI9dE6PfWf0duVoXkeJXi1V8PVQIDPPgN3RepyMtS374A4qdG2qxn9/KrZ73QYhSlGHA32UyCs0YP8ZHXZH26/DLakOt9FU1GFqm45dlMvfvA7VYTUCyutwTFJZlXXY0d6nejUV6NtahRreCuRTOV3QY/9Z+/WleYQSPZory8sJ2Htaj5Nx8jTPj9PAy83S9PrdP0pQYKO4GoaqMLSzFsF+Up+wJ7oEO06U2JWlTaQaA9o7iz7hZk4Zth4twZHz8jpZu4YSo7prEVpDJfLm8LlSbDhUDL39xxRQGzOunxvaNHIW79SlhFIs2ZyHlAz7dZnel/H9PdCsnhOUSuB0TAmWbMlDdp71m/p4KvH2LF9sPVSI1bvzrcvipMB9/dzRtrEWWicFLiaUYvHGnGrIosSEgR5oXt9ZyHLqUjEWb8qVydKjtQumj/SySLvtcD5WH9Q7dFk52jvlpAFGdtOiZf3yPipZhxW7iqrVR43uoUXjcDWU1EfFl2Ll7iJZO0zeDIM6OaNjEye4aRW4mqrHX3uKkJCivyfGWfcK7DZye/jXWF707t0bkZGRFZ+mTZuiZ8+eeP3113Hz5s2K8+i3lStXVuuamZmZ+PPPP+FIkOymz2n66dChw13J9y+//NLqb5MnT8aLL76Ie52avsC4rkpk5Biw8kAZzl41oHdzBTo2tN0IRdYChndUID7VgBX7y3D1hgFDOyjRqHZlmrb1FRjaXon0HIhz9p01oHmEAiM72X8twwKVmDlMi9TMMizYUITjl3QY1sUJfdpobKahzvKBAc64eFWPBeuLEJusx6R+WjE5NcfFGXh4mIvoYKqLNiQI7TcsgMbbs8pzg0b1R8vfPkLatv1C0ZGx5whaLpiH4PsGV8oQEYIOm36GvrAYJyY8jcufLkDE09PQ5LNX7rm8mTrEDa0jNVi9pwi/biyAl7sST413h4uz7fpD/dtjY9wQHqzCkq2FWLK1AHVqqfH4WHcxSDSnTaRGTKDt5cuMoVoxyPl5YxGOX9RhWGcn9GldRb70d8bFRL3IS8qXiX1t58vMoS7w86xevoQGKvHQYGfcyDTgl03FOHFJJwZCvVvZlqdZHRUm9pPk+XljMeKS9ZjQx1lMBo3Q/1MGaJGUVoZfNxdjw+FS1AtRYdYIF6grT3PYcjJl+jCSxwmrdhfil/X58PZQYM79HnCtQp4nxrkjvKYaizcXYPHmfNQNUeOp8R4V8lA+0DmkLFi7rwjf/ZUnBqgzR7ijQxMnh5aldoACD/bTIC3bgN+3lSI6To+B7VXo3tx24TYJV+K+nmrEJJdh0bZSxF83YFwPjVBoWCM8SIHOTVTVqsPTy+sw1bUTMXoM6aQRSge7dbivk5is/LypGHHX9Li/t2UdfnCAs6jDv20uxkaqw7WUeHS41mYddrT3KSRAgQf6qJGebcAfO3WIvlyGAW1V6N7MdvvQOEyBsd1ViL1mwO87dIhPKcOYbmo0i6hM4+oMobjYeFSHb9eXyj5FNua34UEqPDLCFamZevy4rgBHL5RiRDdn9Gtrva4TLeqp8eBAF1xI0OGHtQWISdJj8gAXtG5QWbY0OX18jBtKdcCCDYVigt2rtRPG9tSiOjw8xlMoC5Zvy8ePf+XCx0OJF6Z4w1Vr/52aM8kbdULU+G19Lhauz0W9UA2efcAbKhtZO324J1y19tvlWWO90L6JFn9uzcP3K7OFwuPFab72ZVECz072Qd0QDX5Zm41f1+agfqgTnp/iI5MlNFiNa2k6vPV9huyzcX+BQ5eVo71TxLTBrkK5vnpvEX7bVN5HjXMT/a/dPmpUeR+1rRBLtxeiTk21yA/TPmp0Ty16t3HGtqPFWLC+AGUG4ImxbvD3Vt4T4yzm/xf/KsuL6dOniw9RVFSES5cu4cMPP8QDDzyApUuXwsPDA/v27RN/q8MHH3yApKQkjBs3Do4GPYc5SmujZeYf062pEqlZwNojkpb6copBNPqdGylwLMYAnRXFNFlpnE80YHuUlIaUGFqnMnRvqhDHFQqga2MF4lMMWHXQqDU3ICXTgJkDVQgPBK6kWpdnUAcnJKeV4fet0jLThat6MVigDn5PVClKrcgztJMzomN1WLWvpCKNqxZiJf5kTKVWu0mECmO6OwutfrVQKBAyeSQazfsPUM0kkW8/g+vLN+H8c++J7+lb90Hj44XIN57C9WUbxLG6z8+ELjcfx0Y/Jiwt0jbtgb6wCE0/fxWx73+LosTrjp83ZLETrELzehrMX5GHc/HSteKSdHhrpie6t3TC5sPWlwpbRWoQGqjG2z/T6pdUP5LS9Hh5qoeYAB8tX1Vyd1VgWBcturZwRl6h7dWXgcZ82SbPF1oh2hNtPV+GdJTny8XyfKE8luVLuAqjKV+cqp8vA9tpkJxehj+2S/LQYI/kocHPnlOlVt+pwR2ccCpOjzX7y+VJJHkUGNjeCVGx0pJVnzZOOJegw4rdlTOZtMwyPDXWBY3DVDh1We/Q5VQhT00VWtR3wpd/5uLsZUkesnZ451Ev9GjtjI0Hi6yma91Qg9AgNd78MRvXjfLcyMWrD3mibUMnHDlXgqZ1NagdqMZ7v+ZUrKqdv6KDr6cS/TtocfhsicPIErNGvuLWp7Ua1zMM+HO3dDwmWS/a4p4tVDhwVm+13vRvo8KZ+DJsOCz9GJOsE4Njsgo4dVleFk5qYEw3DXLyAW93+2U0oK0G16gO7zDWxzKpDrfWYO8pnVVZaBVX1OEDUr24lFgmFEAD2mkQFSsl6N1ag/MJeqzYU7mKmZZlwJNjtDbrsKO9T31aqnD9pgHL9+pl5dS9mQoHzpVZladfazXOXinDxqPSj7HX9EJZ0aeVCqfjpXIK9pXamPNXy3Az13q5WDxnJ0kRtHCzVE8pb1UqoF87Z+w6WWK17RvW2RlRMTqs3FPeXiboxWr0kE7OYhJL9G3njOISA75fUyBW789dAUp0BozrqcWWo8XIzLVtPklKvFaRzvj09yycjpXyNuZqCeY95Yfe7Vywbq/lxJ5o18QZYcEavDI/A9fSJcETU3R46zFf8duh0/J2qldbFwT7258R162tQauGWny88CZOxUiyXEoowUdzAtCnvSvW7rFurUHKjvCaGrz0ZRqupUmyXE0pxdzZ/mjfVIuDp6T8Dg3SID65FHFJlqvynr6OW1aO2Ec1q6vB1yvzce5KeR+VnI83H/JA9xbO2HzERh/VgNpYFd75JRcp5ZZySTf0+O8Ud7RuoMGxC6XwdlegW3Mn/LmzCPtOlY+DEnR4bZqHyPs/thY69DiL+f/Hv2q26+rqioCAAPGpXbs2+vTpgwULFuD69ev48ccfxTn0m1ZbPc24oSrb/buI8TlNP35+fndbrH8d1CCHBgAXk+V14WKiQTSuIf6WabxcJU3/pWT58YtJBmEOSy4ibs6kXVYg9rr8umSFUVBkQL1ghU15SEt/qnwSYSQqVifMPWmiYQ7ds4aPUnSq5mnILNnfS7qXixPw0GCt0Ih/u6YK+8VyPJtHoun8N5G0aBWipr5Q5fkuYbXgHhmBlNVbZcevr9wMt/rhcK0XJr4H9OuKGxt3y1xEUlZsgkKlQkD/rvdE3hCNIjRi0EQTMiNkXh6TpEOTOrZXKRqHa4TJrnFCLJ4/owypGWVoElGZbkAHLRqFa/D96nycidPZzpdaKpw2y5foONv54lOeL6fNBlLRZvmidQKmD9aKFeTvqpkvJE/dWiqcMbs2DdpInjrBSjvyWD6DUR6SiFa0D52Vn3MjS8pDe6s4jlBOplBaMic2KlIq5EnUoakdeSgdyWNUFhD0P8nUtI60VlFUbMCek8UW5sCpGXqRl44qC9WbOsEKnE2QKxxIMUH1JjzQss0kBQRd55yVNP5eStFOmzKovVo8G1lRVF2HlTgdb1aH46Q6HGGrDnsrccZKGtM6HEN1+JyNOmwmryO+TyRPRJBCKBhMIcUEyRNWw0Y5eSlw7qq8PzxzpQz+ngr4la83BfkqRF2sruKCVrKp7TsVK584R8WUiv63Ti0rfYKnAoG+KkSbpTkZU4oaPqqKetkoTI2z8TqZ2wFNosksn36zR9O6zigqKcOZuMoJLJneX7xSKtxBbNGkrhOup+sqFBcE/X89TY9m9eTL7yTnuL5u+GWt/cyidEXFZRVKFKMsFxJK0KKB7SX9pvWchUWFUXEhZEnTC/nIjcQIKSdJqXEvlZWjvVPiGcLVUh+VYNlHNY5Q202XclNfobgg6H+pj5LSRYaqoVIpZPlIypkzl0srznHkcda9hEKpdMjPvca9J/EtUrNmTfTr1w/r16+3cBvJyMjAk08+Kdwtmjdvjvvvvx9Hjki++uTu8Ndff4nvlIbIzs7GK6+8gm7duqFJkybo1KmT+F5YKL1khw8fRuPGjbF7924MHTpUuK4MHDgQ27ZtkylEfv31VwwYMEDcc8iQIVi3bl3F76mpqZgzZw7atm0r5Hr00Udx5cqVW3pmej565nfeeQdt2rTBY489Jo7HxcWJ69F16Tg9e3JysszNY968eXjuuefQqlUrdO3aFX/88QeOHz+OESNGoEWLFiKPblUeI6REomt36dIFLVu2xEMPPYQLFy5U/E55/sILLwi56fnbt2+PL774Qsg9ceJEkV/Dhg1DdHR0RZrc3Fy8+uqr6Nixo3imBx98EKdPn8btguJVqFWS76Ip5I9L+HlYDsT8yj0nbKcBikoBfZkBnq7ytFqNNCH0tuLTS1AjT/KklXd2RtKzpe/UQZgT6Csds0iTZZClKdEB7/9egMXbipFfWD3FXeHV69jVsB/OP/8+9AXWV2BNcW9YV/zNj5HXoYK4BOn3BhFQap3hGh6C/Jh42Tkl6Zkozc4V59wLeUOQPyjd31wPSist5CdvM52f0qofK8lZo1xmYl90Md74KQfRMbYHh37l+XLDVr5YmbAaZbPMS3m+kBnu+4ulfKGBVHUwypOWbV2eALvyyO+RUS4PpaH/1h4owdkr8gFS0/LBl+ngzRHLSX5dFdKz9Fbk0VfUWVvpKGaEhTwinapiRW3xFvnKLo1dyAriusmkyNFkoQEw1RtjmRshdz7COAA2xVi3083T5FqmoRgNreopsXyPrsqYQ6REkNoawy28Uwrr71SOsd4rpDp8sNRKHZbyK8VKXXO098nXQ+ozq5PnRkhxIcksT2NUUhjTkOVFYQkwoacar0zU4NVJGozvoYK7DU8scmPTqBUW76ixDKy920HlddM8TXp5Gmr7NCrp2ubnUBtYWGyw2teYQtYQ1LaY17MbmXoE+dueiNb0V1uNQ3Hjpl5mYUG5NX2kJ46eK5YpSKxfk2SxfL9vZOgR5GdHlgAVUjMsFbGkeAwuf4Yaviq4aJWIqKXB+0/646fXA8XfLi20Dl1WjvZOievb6qOyyuy3w75KUdfMEenKZaa2mvKClFbm53i7K0WsDUceZzH///jXKy+IBg0aIDExEfn5cvO3N954A8XFxVi0aBHWrl2LiIgIMdEvKCjAyy+/jEGDBolJvNFFgybX586dw1dffYXNmzfjpZdewqpVq4RLihG9Xi9cVSg9KSXo3v/5z38q7k0WIJ9++ilmzJghfidlAE3YDx06JO5LCgSCZFq4cCF8fHxw3333CaXGrXD16lXcuHFDyEfKEFJSjB8/Hk5OTkJ5QhYpaWlpwqUmL698Vg2IezZq1Ahr1qwRliukSKB8+u9//ytkomt+/PHHt1wGdI8JEyaI5/jmm2+wZMkSYQFD9zdVoGzYsAEqlUooYKZOnYr58+cLhQspOij+iLOzM958880KRdDMmTNF2X733XdYtmyZUIrQfaicbgcUNIgoMZtzFJf32aaNemUaRUVDbIrxu5NGIbTa5D7Spp5CxLkgpQUN+kZ0VApfQ42NMQNptglz/97i8u+k+LCdRt4ZFJcaZL/TqsQNs463Kkozs1GUXP26qfaSbLF1OZV1TnzPld4Ptac7NF4eVs8xnkfn3At5Q9CKEa0um0P309qJF0D3NZepIp2JewYFTCyrwgvBpfx8Yz5UJ1+McR6qky/mg7WqsJnnFfJY5otRRvM0xu/WnsE4yaTYHslpemFO7MjlZCGPlTlHVfJI6W79OSgOBykUNh4qclhZKupAeR00YmybnW+h3tAKpvhdU9nOj+6mwbYT+gpliD2M8hebX7dClr/TPils1uGhnSQz7QtmFiSO+D4Zy8GYF+blZMxza89gbF8qnqH8u7FPJeUFKfyvZZRh4TadcDEJD1JixkCN1T7TZjv2D/PGWP7Vefet4aKl9sayLKkNshdjR0pX9TvVr6MLArxVIgBoVZByodDGNe3K4lx1OnIbIwJ8VPhjUy4+/T1TuJA8PMYbPdq4OGxZOdo7Za89La6ivtHzF1p79tLKOkMWD7byR/pd4dDjLOb/H/+qmBe28PSUlsJNJ+nGCT4pF8jFhCbSpHCglX2aPJMLCh3TaDTCJYMgi4F27dpVWGKEhISICT3F1jDl6aefFlYZBClDSNFB59DEmhQHZB1gjKNBygqKz6HT6YR1SE5OjlB+qNVS0cydO1dYdNDE/Iknnqi4BylVzKH0ZGlihO5Nz0bQNemZPvroI6HAIMiqgRQUq1evxqRJk8QxUlyQooAgxQIpGUhGYzBQUuiYWpIQpDggZYg59Fy1atUS/5MyhAKgklLC11dydCQlSN++ffH7778LBQ7h7e0tlD0Uv4OUF59//jkGDx4s5CRGjx6Nd999V/xPCp+oqCjxl9IRzzzzDE6cOIHffvsN77//Pv4pFJvCHtZW6KqbZtNxA/R6YHBbBYa0U6JUZ8DBCwah3LDmM3in5flfUJV5moFmeFWeY3DIvKFLmQeStnd9e9f+u+lu9Vp3o84o/0fy0C4HDw/ToqxMCqhocNByUli5zv9SntE9XdCnnVbs8BF9qfSu5o2pLFGXSuHrr/ln9dh+koo6MbSjGtn5tFuIfXeRal/3NtVhssZ4eKizUHz9tqWyDjvS+2RxbfuXtpquumlWHdCLvEjOkI4k3DCIyc7DgzVoVVeJIxfL/idt361c1/r7rbhj7xStoo/q7Y6vl2VbKBdE26esfv2x0dVWOx3tWvLJokycjy9BSflE9UxsCTzdlRjd2x0nf8p3qLJy6D7qFq99K+Vkrz6aniede2+PQe82ShXH8rgd/L9QXpBrAeHuLl+xffzxx/H8888L5QK5HJCbBLl70Oq+Nch1YceOHcKdhFwnYmNjRUDPOnXqyM4z/W68Z2lpqZi8k7UDuV+YQtYDBFkUkGsKKUhMIesQcp0whSwqzKlRo4bse3h4eMX/pDwhNxaj4oIgpQxZm5gqX0JDQyv+d3GRNONGBQhBCh16FlPIesRoMWIKuYiY3p/kMSoujNciVxDT+5NCyBh4lJQt9u5/9uxZYX3Rq1cv2X1LSkpEnt0OjKtH5hYWRosM89Ul6ZihIvibKcbvxt/J5H7DMQO2RhlEnAzaTpWOtYiQtvOzhlHbbby/hdbfxkqIlIYaTUOV2vA7iS5behfVHm6y40ZrCl12XoXFhfk5xvOM13C0vBnQ3gkDO8jbmBMXS+DhqrS6imJt1ao6K0K3Wl4V+eJkPV+srsoU288Xe7JXhTGteUAuZ3vyyFa8rJWT/Py6NZWYOlAr3rVvVhfJVtNpq7YB7dwcppyGdNFiaFf5KuTxCyViS0Rr17UnD/1mSx7zdORjPmWwG9o1dhLKgpW7CjHUgWSx/X7L60BFW2x1dbH8HDv1JrK2Uuw8Mn91qRhkm042aeBPA2uDrXbDyXodtmqpYqz3Nt5D8/pCdXjKAGepDq+R12FHep9utc+0mjcyCwvTspW3w4lplvelnbzoGSkehs28MSsn+21f1XlTuZpuo36bXHd4DzeM6Clvb46eLYKXm8pqe0Mxr2xRWGTjnaJ2qkgKBP7QSE8cO1uEs3Elsokr/UZykDymHDlTJJQJVq9pxTrESIGN99vFJF1ufhmiL1mOxegYxf2gLTyNrgqOUFYO3UddKoWHtXbYuRrtsJXgl2RNYWyT6HmslqXpOEjhGOMshvl/o7ygSS5NnN3c5I0BxYXYu3ev+Bw4cAA///yzcAkhK4f69evLzi0rK8MjjzyCmJgYoeAgawCKe0HxFswxVRAYoUk2WXHYg+5BygRyqzDHOJE3EhYmBTa0h2lgUlvBR+mepnJZk7GqXUy8vLysylPd+xutTG71/pSWlEPWtr61VgZ/B4pTQVpxH3d5o0tBNwlrgzijny6dQ7uUVKaRGuqMHOl7vWDqNGgVSQrUSVB0dTKLTcm0Lg/5FVKsDAo2B1SuEhq3s0rNtJTH6Ovp761Acnrlcekakkn7/4q8S1IcC9e6YciJOl9x3K2uVH/yLsRBn1+AwqQUcY4pTgG+0Hi6i3McMW8OnC21GKjRDhYUqFFeeyT/V3v+rXTf2jUsB7cBPkokXK/e6nCV+eJlJ1/KfVPJv9VqvlSxr7w96J2xJ4+1GBLGY34W8igs5GlVT4X7+ziLFdkf1sn3sicoWFrUBccpp73RxTgVJ9eCtqyvQeMIS3koCJ01n/dKefQiQJ45lO7KdZ1soPn4OA/UqanCsm0F2HG82OFkMYdiCFG9MQ9aafxuzdzY6GNNsYlolxLLNGXo00otfO2fHmPZZ7wz3RnHL+mxYq/ORh2Wy2K3DpfL5++plAVctPYe0naK9/d2Eml+XF9sUYcd6X2yWU4iHpRBFlyRoG1uzTHGuiDXyeuVO9tXlBOloclSkzAlktIlawsjivIggvlFtts+8xgFxu/W3m3aplPkhbdS7HxhmUYvXGAyc8sstpF0d1GIybtpv7H7eKFFv9CqoTOa1nOyfKd8VSLgpS3ofTO6YphCblaXk0vFLj20dSl9urSUKyGNSgty3cjKrawnbRppRZBQUm6YDtMCfWmLU9vvd0q6DmHBVt5vX7WQhWgQphEuI/uj5IXjpFZArzfIFDWOUFaO1EdFX5JrO5rXVYvgotb6KHvjFLpv7QDLPorywxgomdpqygvKE9PYVXRORnaZWFRTaxxjnMUw/y9iXqSkpGD79u3CHcR8df69994T8RJIEUGxHcgdgibKu3btsjClOn/+PPbs2SPcGMiiYPjw4cJKgVxPqrsrCW3RStYR5gElKXAmyUIuLNeuXRPnkTKAPuQGQu4VR48e/Uf5QK4udF96biPp6elISEhA3bpSEMU7Cd2frFUoSKoRso44c+YM6tWr97euSflFrkBkiWHML/r88MMPosxvB+SDdzUNiKwlH6RGhkgrq9dMBlqmCg+ynKBz5GmkgR1ZWBBk5tqnhfwVbNdAIUz0aK97a1CsDNo7vEVd+aCBvpOGPSFVb3VgSB1Oy3pmaeqpRKdiHlj0TlIQdxUFlxMRPHqA7HjQqP5CsVGYIMU/Sd+2HzUG94TSZPkuaPQAlOl0SN95yCHzhgYgV1P1ss+FBClSeiOTiN00QKgXosaFK7aDN56/UopAP6UICFnx/H5KBPupxG+3AuXL5Wt6MfgxpXl5vpCc1vKFBi0tzPKF9mqnCZ+9bQCrJ08ZmtWRD6ia15GChl29YX0wKeSx8gxpJvI0DFVhQl9nXEkpw1crC61OtHIKHKucsvMMuJqil31oZw+Sp3EdM3lqq2W7fphDv0n3r5SH/qdgfufiJXloNXb2WHeEB6vw45p8mbLAkWSxVm+upBjQJFzeZjaJkHzvk9KsK5Jv5hjQNMIsTbgU/C4rD9h+Uof5q0tknyMXpHeC/qffrckSf72sIpBmtetwTpl4h0yh90Beh5WY0McJCSllmP9X1cqCu/0+WZMnIdWAxmFmeR6mFCu8Nssp14Cm5mUbJgX+pHKivnhoR5XYhtyUhqEKMRmm8rDZJ5i37/U1wnLAfJcb0z6hVX2NhRKPAmpSfSIuXNWJQItkNVR5jlpM7C4lVtaZrLwyoawz/ZBVBMWMIAWGEbJCoMk+/WYL+i04QCWCbBqh/2sGqMVvWblleOv7mxYfoxKF/j8dW4wr13QVnzOxxSLuRTMzWSLDNDgTZ/t9pHQUmJMCd1bIEqBCrRpq8RvRKMIJD4/2RqCfSTBRBW35qkVsYqls9w9HKCtH7qNolxHRR4WbtcO11LIdSMy5cEUn9VEmQT3pf+qjKGCyOKf8L+WbEcor2k3K+Nu/ZQx6t1EoFQ75udf4V1leUMBLcsswxlu4ePEiPvvsM+GKMG3aNIuVeZrMHzt2TFhP+Pv7C+UEXcMYT4KsHShAJSk46HeyENi4caNwfcjKysK3334r7meqEKiKhx9+GJ988omwsKD7kKKEJtpk9UHxJr7//nuhzCB3FrIq+Prrr4VcTz311D/KGwpiSTuH0HVnzZolZKadRSggKO14cqch5RHFxqB4ICQD5T8F46T8pkCifwfa9YXyjAKSUryS4OBgLF68WFhi/PTTT7dN9gPnyzChhxIjOylxKr4MIf4KdIxUYOcpg2jIyR3E3xPIzCcTPSnN/nMGDG2vFNuhxVwzoH5NBRqHKrHqYGWndyymDPf3UKFPSwVikg1iq7/OjZQ4eL4MWda3VhdsPVaKWSO1wuTw8PlShAep0Ku1BusOlAgNOa1QGXdPMK5GbTlSgon9tMgvpG0CdWhWRy06/F83Vb1DyD+BXD/cG9cTSgvaLYSImTsfLX56H6U3s5C6dgcCh/dBzfsG48TEpyvSxX30I2qOH4J2635E/Gc/w61BOCLffgaJPy5DUeL1eyZvYpP0uHS1FFMHu2LVniIRQXtwZ60YjO2Jqmw3aJJHEbxp/3XixMVSDOhQhtlj3LFqj2RCP7K7iwjqRb/dKluOSvkyhfLlXKnYM57yZb2dfNl8tAQT+2rFd9pmjgZ/tytfth0vwSPDtXiwvzOOXNCJoHs9W2mw4WBphTwUoTzDRB4qW1qtyi8y4Gy8XkwcaTC0cEtRxWDrvl5OInDY9uMlFhHYaWJOcQ0cuZwq5dEJf/HpQ92ECwXJM7SrVgwOaWtRU2UAyZNYLg+5eAzqpMXj49zx125JnlE9XJB0Q4fjFyR5erZ2Rv3aGnEdWpE039ou/preYWTJNutad0bpMH2QBhN6q3H8UhlCayjQrZkKm4/qRZwgqjfkR06DYWO92RGlw9juNAECzifo0ThMJSYhf+yQZKCJcZaZm17D2tL35HTbg+ptx0vx8DBnTO7vhKMXdAgLVKFHSzU2HKqiDvd2FivOtONAk4o6XFxRh8f1dBKuF9tOlFa7Djva+7QrWo+pA9S4v6cax2P0CK2hRNemSmw5XllOFM+DJpdULqJso/UY01Utvl9ILEPD2ko0i1BhyS5p8kR97d7TemEpk1cEXEqi3RIU6N1ShXNXy3A5xbosmw8XY/YYV0wf7IJD5W1fnzZOWLOvWOQNWf7QrhXU9hlXnTcdLsYD/V1EXT99uRTN6mrQuoEGP2+o3Bln+7EStInUYNZIV+w4USJ2mBnWxRkHTpdWqdyltobiQMwc7Yk/t+Yhv7AMI3q4iXqx81ihTDGhVitwNUXKgyNnizCkmyuenuSNFdsl98oxfdyRmKrD0bPFYuHD1KrJFFJs0G8UZ8sUerfPxxfjkTHeWLYlF3mFZRjZy13IsuNIgUwxQe+3UZbDZ4owtLs7np3siz+3Suam4/p5IDGlVMgpyvRoIXq3c8WcST5YuSNPuHb1ae8qFBzvLiClisZhy8rR3ilSGJCiZcpgF6mPKjJgcCepjyKLOSPUj9N9jJYo5G7Sv4MzHhvthtV7JTlGdNPK+ijKg0NnSzCmp1aMZ0mh0KuNs1CWbD1W7PDjLOb/H/8q5QUFjTQGjiT3A5rMklXF9OnTLVxGCNr1gyweaDJPcTEoVgUFtKRtOomRI0di69atwk1ky5YtIgDkl19+KQJMUryInj17iqCSFAejulAQTFKskAUHKT7InYXkoG1BCQoA+sEHH4igmbRzCbmm0DP9U+sIY3BRCtxp3HWEApDSd2NA0zsJWZPQ/SkPKc8IijNCChXTmBa3AgVWpbyhZyClCG1ZS/lErj/GgKm3g4QbwMoDZejWRIkxXZTILQR2RBtw5JLUyQT5AJN6qbDuSBlOX5GO0V+VsgwdIqXdRGiAvPZwmdhhxEh8KrD6YBk6N1agVR2FsMjYcqIMx2PtD3xikvT4eUMRBnVwwkNDtGLgvWZ/CXadlDoiMmN/fLQLFm8tEp0uQX/VqiL0au2EDo3VYpVg0ZYinIyxrbG/HXi2aoJO2xci+qEXkfTbX+IY/VU6O6HOnOkImTpGWGJETX0B1//cWJEu/+JlHB40HY3mvYDWS78Qio/4z3/BpTe+uOfy5vvVBRjTS4tRPbTCmutysg4/rS2U+amO7+sqtnN77YecioH6l8vzMK6XCyb2dxUmtrS6smJnod0garagfdN/2ViEge2lfKFB0lrKlygpX0IoX0a5YPG2IjERI44a86WVEzo0kvLl961FYm/2f0pschl+3VQs4oRMG+Qs5KGBz+5o6dohAUo8NtIFS7YX4+jFcnku6qBSAT1batC+oSQPbakWFSuNxmlw6eUmDQYfGW65dyIpY0iJ48jlZMp3f+VjbB8XjO7lAqVCgbgkHX5YnSsGq0Ym9HeFn5cSL39bKc/nS3NxXx9XPDDATawsnruiw5/bCyrkaRUpTRi6t3IWH3MenZfpMLL89yf5wPnydQMWb9ehT2sVHuirRk4+sOmIHvvKA23W9FNg5hAnLN9TihMx5YP3mDKolaXo2kyFNvU1YqC+bHcpTseX/eM6/NvmEvRvp8HUgc5i0rH+YKmsDs8aocWSHcU4dlGSj/6qVSXo0UKNdg3VYvK+eHsxouOs1OFhlttJUv3dcqzU4d8nUiT8sVOHPi1VmNRbjZwCYPMxPfafLasop4cGarBinw4nY6Vj9Fet1KFLUxVa11ciMxdi29ozVyrLaVc0TYZ06NBQifaRkqKDgnTuiLLt3nApSY+f1hVicEdnzBjqIspp9d5iMYkVeVNDhafGumHRlkKh2CXoL00Ae7d2QscmGjEJ+21TIU5c0snM8b9eWYAR3Zzx0BAXMZneebIE6w9WL97W/GXZuL+/O+7r5y6sEcgS4ZvlOTJXigeGeMDfW4UXPs+oeKc+WpiFiQPdMWWoB3RlkjUG7SryT9qbL/6ga3pg/AAPIUvM1VLMX5olk+XBoV5Cluc+TauQ5cNfb2LSYE9MHe4plCJkqbF4Y27Fzko5+WWY+9NNjOvrgQcGe0DrpET8tVLM++UmLieVwtNX47Bl5WjvFPHDmnyM6eGCUd1dRDldvqbDgnVFFYtmxPg+LsJ96PWfcivK6avl+RjbywUT+rmIdpisMVbsLpLVmSXbCkV5923nLOKOJKbq8dWK/IptZx19nMX8/0JhqK7PA8P8P+K9ZbcWV+BOkppqGbzubtLvmTZwFLZ+chyORKlxD10HwEnrWLpppQOZJhYV/H2riNsNKTwY6/j6y2M93W1KShynX3C0oZuLq/2YXv9LsrMcZzU3P9txZCH0pr4adxlPX8d6v52cLGND3C2KixxnLEGoNY6TN589IQ+Mfi8RP304HJGIBWtwL/Gvj3nBMAzDMAzDMAzDMMy9DSsvGIZhGIZhGIZhGIZxaBzLrphhGIZhGIZhGIZh/kXcizt7OCJsecEwDMMwDMMwDMMwjEPDyguGYRiGYRiGYRiGYRwadhthGIZhGIZhGIZhmDsEu43cHtjygmEYhmEYhmEYhmEYh4aVFwzDMAzDMAzDMAzDODTsNsIwDMMwDMMwDMMwdwiFkm0GbgeciwzDMAzDMAzDMAzDODSsvGAYhmEYhmEYhmEYxqFhtxGGYRiGYRiGYRiGuUPwbiO3B7a8YBiGYRiGYRiGYRjGoWHLC4axwsVz6XAUBvavAUdi6yfH4Sj0e6YNHIm/3tgPR8HFzQmOhK+vMxyF5IJSOAq1wzzhSLi7Oc6axqWL2XAklGrHyRtDmQGOhEajgqPQoL4HHIUzp3VwJDxcNHAU/Gu4wJEo0zvOO6Xwcpz+kmEcDVZeMAzDMAzDMAzDMMwdgncbuT1wLjIMwzAMwzAMwzAM49Cw8oJhGIZhGIZhGIZhGIeG3UYYhmEYhmEYhmEY5k6h4N1GbgdsecEwDMMwDMMwDMMwjEPDyguGYRiGYRiGYRiGYRwadhthGIZhGIZhGIZhmDuEQsluI7cDtrxgGIZhGIZhGIZhGMahYeUFwzAMwzAMwzAMwzAODbuNMAzDMAzDMAzDMMwdQqFkm4HbASsvGKaaODspcF9fd7Rt7Cz+v5hQij825SLl/9g7D+imjqyP/9UldxswprpgMMU0m15N770FEhJCQnrftE02bbPZJF+ym2SzyaZXQoDQQu+9N1MMNi5gYxsbDBh3W/U7d56erCc9ySaBRWTnd46OLenN6L6ZeVPu3HvnisVruiB/JWaOCEDHWB2o3zqRYcTPG8pQUm51XDMgwYC544Pc0m4+WInLZvc8M1N2Y8vSD1F0IRP+QQ3QY/As9Bk5FwoPxzCZTUbs3fANju/5FSVXCxEU1hideo1DvzHzoFZrHdflnzuJjYv+DxeyT0Fn8EeXvpOQNPExyTWuxLVQYUxvLSLClCirtGH3SRO2JZu8lklCazWGddegQbASxaU2bD5ixKE0s3y5a4DnZ/phw0EjDnq4Rg59s8YYcGw1Dk95FFd3HvR6bdMZYxD754fhF9MCVdn5yHzvC+T/uEJyTXBiPNq9+zz7ay6tQN4Py5D+13/DZvJ+ryT/lMH+SGwrtJuM8yYs3FSBi1frajfU3vwRH6Nl7eZklgmLN5ejpNzmuCY0UImpQ/zRPkoDtRpIzTZhyZYKXCqubVsibZorMaqnBo1DlSivsmFPihk7jnsvzy6xKgxN1KBBkAJXy2ysXg+fkcrdKUaFQV3VaBSiRLXRhow8K9bsN6K8ymvWiG4MDOykRKMgoKIaOJJpw4EztfcmR/uWCvRtr0CIP1BSCexLteFktjRNm2ZA3/ZKNAgEyquBlBwb9qbaYHUvErd6mjDAgK5tNNBpFMjMM2PJtirZsnQm0E+BKUkGtItWQ6VU4NRZE5Zur0Jphfy9DOyqxZBuerz6ZanHPKMjgKSOSjQKFsrmcEb9yqZfB3vZVIDds1zZ9OvgVDbZNuypo2zOn9mNA+s+RPHFTBgCGiC+7yx0Gei5r3GmKP80ln40HbNeXI+gsOaS7zKPr0fytq9wregstPogtGjdG73G/Al+gQ3rzNeX6kpLsvTTo0usWpAl34xlO2vqJcukAXq0j1RBqVTgdLYZy3ZUo7SyVhZyjx7VS4ee7TXw1yuQe8mC5btqkFNo8SjLxP56dGltL5d8M5Zur66XLJMH6tE+Ss1kOXXOJMjiqVy6aDE4UYfXvi7zmGfrZkoM765G41AF62/2nbJg10nvfV7nVkoM7qpGWKACxWU2bD9uxtEMz7KP7aVGv45qvPhltdd8qQ3vX/shrhZmwhDYAB37zkLXpHq24bzT+OXD6bjrJfc2nHpwGZK3f4uSy+cRGNqE5dup/+x65UtteHKSH7rGaYVxIdeEX7ZU4uLVuutq2hA/dIjRQKUATp4V0jnXFY0d4/sb0D5aA3+Dko01G/dX43Ca0S2/uJYqjO2jc4zfu04Yse1oHeN3GzWG99Cy8ftqqRWbDxtxKFU6lrQIV2JCfx1ahqvYuHAw1YR1+42w1NEPx0QoMIjGhWChjzqcYcX+NO99X4dIBfp3UDr6vj2pVpw4J6QJ9geeGO95qXPsrBWrDsgLFdNEgcFdlAgPVjBZDp2xYl+q9xuIj1Kgf7wKoQHANZLllAXHz0rlbxAEDEtQISpcAasNyL5ow8ajFlwrr6NcmCz2ckknWepRLvFKJ1mk5fLkRC/lkmXFyv3W20Yezv8WXHnxB2X27Nk4eNDzgm3fvn0ICwtz+3zw4MGYNGkSHn/8cfw3qKysxPLly3HnnXey9y+++CLy8/Px448/wtd4aEowWjXXYPGmMlTV2DBhoD9emBOKlz+5gspq+U6bFp3P3BUCg06B71eXQqVSYNrQADw7OwSvf37VMZC3jFCj4LIZX62QTpJLyi3o1sMg+Sw36xgWfPgwOvQYhcGTn8T59CPY9Mv7sFot6D/mAVk51i14C8f3rsTA8Q+jWXRH5J9LwY6Vn+DalQuYOPctds3VS7n44b25aB7bBdMe/gBFBVnYuvRDVFWUYNw9b8jmG9lYiXnj9EjOMGPtfiNimqowrq+w2N5yRH4C1KmVCneN0GHnMRPSzhvRMUaNO4fpYbZUs3ycMeiA+8cY2CTpetA3j0CPNV9DE+KuEHIlYtJwdPnhfZz7+AcUbdiFiAlD0eWbd2GtMaJg8VpBjujm6Ln+WxTvP4ajM59CQNtWiHvzaWjCQpDy6Gte8583MRAxzTRYsrUC1TU2jOvvh+fuCsKrX1zz3G4UwJN3BMOgVeDHdeWs3UwZ5IenZwbjza+vsXZDC5VnZgn3N399OcwWYGw/A56/OwSvfV4sya9lYyXmjtbheKYF6w/WILoJKZw0rJ62JcsrMDrGqDBrqBa7T5iRlmtBfLQKdwzWwWypwbFMi0O5cdcwHfadMmHdARObWI/socFD4/X4cEk1k0mOpg2A6f2VOJ1rw86TNrRoqMDgzgp23/s8TFTjmgMTeilwKN2GrEIb4popMK6nEhaLleVDRDUGpvRV4vR5G7adsKFRsAJJHRXw0wEbj3qfWM0Z44/opiqs2FGNKqMNo3vr8eSMAPztW+F591RPj0zxZ/W0cFMVVEphUf3Y1AC882OZm1IgMU7DFs/XnBRQcmUzw142O6hsGikwpIuC1ZWnySGVzcTeChxMt+FsgQ1tmikwvpcSFquVlYWoLJraz142x21oGEyLBAV7xjyVTWHOMaz95mHEdh6FniOfRMG5I9i35n3YrBYkDJbva0SuFKRjzdcPwmp1b18ZyWuw6ac/oX2vGeg56ilUll3GwfX/wq+fzcG0p5ZCrdHdFnXFZBlpQFQTFX7dXcOeb1I2PDHFD2/9WI6qGniU5eGJftCTLFurmSzj++rx6GQ/vLugwiHLpAE69I7XYuXualwttWFQghaP0TU/laOo2F2ue0f7MVlW7KxmC8ZRVC7T/PG378u8yvLIJH/odcDCzVWsrxnfT4/HpvjjnfnlsuVCig5v5dIiXIF7Rmhw4qwVmw6bERVBilNSjAA7jst3CvFRSswYpMHeFAvO5FnRIVKJ6UlamC1Glo8r0REK9IlXoS4Ks49h9VcPo3WX2ja8d7XQhhOH1N2GV30l34ZP7f8F2xa/goRB96NFXF9cPH8cu1e+C5OxEt2GPlSnXPeND0B0UzWWba9k7WZMPwOemRmEN74qQaWXNvzE9EDodQr8tL6C1dXkgQY8NSMQf/uulNWVWiVcY9ArsHJXFdskSYjTYt7EAKhWlUsW0pERSjww3oDkdDPW7Kth4/f4fjqm2COFhBydY9WYPVLPxu/U7Bp0bKXGXcMNMFuqWD4EKbsfmeyH7AILvltXxRTmY/ro4KdXYPFWDw0RQLMGwB0DlDh13obt9nFhaBcllAorU8bK0ba5ApN6K5lyN6vAhrjmCkzopYLFYmH5kBL9m43u9dettRIdWirYolhWloYKzEpSMeX3tmMWtAxXYFiCkrVhWnTL0a6FApP7qnAgzYrMCza0baHAxD5qmC1mnMoR5A/yA+aOUONKqQ1L91igUQGDuqgwe4ga/1ltlh0zqVxmJtnL5biNyTK0q1Aue057KBcmixIH0mrLZWIfFSxWC5OFyuXr9e7l0j1OKJdkD+Xii/Jw/vfgyos/MKNGjcLLL78s+11oaCh8gW+++QbLli1zKC9IXhp0fA1SWnSN0+Ef84txMlMY1NNzjHjvqYYY0t0Pq3ZVyKbr3l6PqCYavPTJZVwoEu7rfKEJf3ukAXp00GPfyWqH8uJcvglZed53PIhtyz9GRGQ7THng/9j71h37w2IxY9fqz9Fr2N3QaPWS6yvLi3Fkx2IMnfYs+o26j30W0743+7t5yT8wbOqf4B8Uht1rv4RW74+ZT3zCLC3adB4IjdaAtfPfRP+xDyKkQVM3WUb11CK/yIqfNgkTkrTzFjYRH9ZNyyY3JpmqHNubFtFmrNhtdKTx0wOje2klyosO0SpMGaBjO4j1RqFA89kT0e7dF4B6Jot78xkULFmP1GffZu8vb9oNTWgw4l5/0qG8aPXcPJjLKnB48iPM0qJo/U5YqqoR/9EryHznM1TnFsjmHdNMjS5tdPhwYQlSsoS6Tc814Z1HwzAoUY81e+TNE7q10yIyQo1XPi9GwWWhEHMvmvHGAyHo1k6HA6dq0K2tDk0aqvHq58W4YL8m75IZ7z4WhsR2OpzIqc1vRDcNLly24uetQpmfybWyehqSoMGuE/ITJrLSOJFlwcq9otxW+OkUGNFd41BeDE7QIDXHgqU7a9tt0TUbnpgi7CifOCv/LA/ooEThNWDVAWGic7bQxiaFfdorcCjDJisPWSKk5tqw+ZiQ5lyhDXqtFQM6KhzKi87RCmaRsfKADTb7jpa/DugRp8DmZBvb5ZKDlDmdYjX4ZGk5Tp8T2mBWnhl/nReEAV202HBAfsLdNU6Dlo3VePPbUhReESZXeUUWvDwnkC3yDqUK5RLgp8C4vnr066xDeZX3SdiAeKFsVu6Xlg1ZnJDiRq5saKeSlU1ybRqDzoqBVDZ25UWnGKFsft0vlM05Khs90NNL2Rza8DEaNm2HobOEvqZl2/6wWsw4suVzdOp/N9QaaV9DWMxGnNw9Hwc3fAyVRt5i68jWz9Gy7UAkTa1VioY2isbSj2cg5/Q2tOo80mP5+FJdkaKgYysN/rOikllOMFkuWPD6vQHo30mLjYfkF4Bd26jRIlyFt34oR6F9pz2/qBJ/nu3PrNIOnzEjJEDB8liyoxq7TwiypZ0345V7AjCsmw4LNlW5lQvJ8umyilpZ8ivwxn2BGNBZhw0HPZRLGw1aNFbhb9+VOWTJu2TBS/cEIKGNBofT7OViUGBsXx36ddKhoo5yGZaoxoUrNizebu878qysDQ/qosaeFItsGx7RXY2TZ61YvV+QnSy4SOk/vJsaJ85Ky1GrBqYO1KC0AggJ8CoKDmz4GI2atcOwO4U2HNlOaMOHN3+OztSGXcZLsQ2f2D0fB9Z/DJUHq8Mjmz9Hq84j0Gfcs+x9iza9ca0oGyd2/VSn8iKmqRqdW2vxr8VlzPqH3W+uGW89HIKBCTqs2ydvSZLYVsvmCq9/eQ0FYhu+aMar9wejW1stDp42sjbQorEaf/+uxGGhk5ptRliQEiN66XH8bG27IUVbXpEV8zcKv5eWUzt+70g2yo7fpIQ4lmHG8p21Yz4pJcb01jmUF0O6aVFjtOGrVVVM0X462wKjGZiapMOmQ0ZmVSPHwI5KFBZTHyXcGy1yVUolsxY7mC7fbgZ3FhSym5KttX2fVrDqO3Xewn4//4o0TUQo2IJ46wkrci/L11FSJyUKim1YsdfiJAuYhQcpJ2Rl6apiC/ENR2rlJwXloM70uVA2SZ1UqDECP2yuvZ/icgtmJqnQNEyB80U2WVmoXFbsrc1XqVCiXzwpbTyUSxehXDYerU1DimrK61SOfLk0CbOXy3Ercovky8UX5bmd4KeN3Bi4880fGL1ej0aNGsm+6mPW+N/ARrNoJwIDAxESEgJfo2OsFtVGK1KyaidRZGJ5JtuETq21XtORRYWouCDo/4IiiyQdTTbOF9btEkHuH9lnDqJdwlDJ5x26jUBNdQXOZxxxS1NTVYFuSXegbZdBks8bNYlhf4uLctnfrJTdTGHh7CJC+dpsVuam4goN5LHNaYEqlftYppkN2LQz6gqZA4eHKtmi2DUNuR3QbjBBk4/7RuuRmW/BZyvr8D9wIqhTHOI/eQN581fg2Jzn67zeENkMAXHRKPx1k+TzgmUb4N86Cn6xkex9o2H9cGndDomLSOHS9VCoVGg0vJ/H/Mnlg3ZAxQkqUV5pQ/p5Ezq28txuOsQI7UZUXDCZLlvYq2Oshr1PTjfi7e+uORQXhDhp0Kil9dSqmRInz0nLnOqA1VMT92EglOopRIkUmTRiPVFNZeRasP+0tP4vXbM6dt/kIHlahtOCRvrsp+XZmKKquYzXQLCfkF96nvTztFwba1NkhkqoVQqYzNSv1F5TZRQ+J0sVT7SL1rDJNk3yRcjUPSPPzMyzPUHuOuQ2Ji6GCfr/4hUrOkTXphvRU492URp88WsFUrI8P+dUNpHhwBnXsskVyqaFXNn4C2VzxqVsUl3LRilTNjWey4YWcPlZBxHTUdrXxHQaAVNNBdvBliMnbScObfoECUMeRO8xwsLOGZvVihat+6BDr+mSz0PChf6o5IrQH/l6XTFZItWCLDlSWchdo0O02ms6MuUXlQVMlqtW5jJApv5EXEs121knRa/z851yzoz2Mnm3i5KXhcpF7nrndIVysrByqU03oqcO7SI1+HJlBU669PmubTimiRKnsqV9R8pZob8hKwxXQgMUrF9xS3POgobBSre+ZHRPNcoqgSPp3jc6WBvOdG/DpHSgNnzBUxtO3YmDGz5BtyEPos9Y9zZMjJ33OfqOe07ymVKlgcXs2bJApH2Mho0Lp8+ZpHV13oT4Vl7acIzQhkXFBUH/F162ONKR5dGO5Go31yKq00YhtWOySkWuPSqcdGnj1N7IsiOmmfz4TVYUJ1zTZAjjd6MQoZ7aRqqZAs3ZRYTGeHJJattS7aXvUyAtT6oYO51rFfq+RgovfZ/Nre9rEKhAmAfF1qhuKhSVwqMrHskS1VjB+l2JLOdtzMWnpQdZGgZRGqn8qeetTMawQOF9O7sVgfMCv+CqDf9cZpZVXLByaSyfL5WLd1nc5XeWxZVR3VUoKoFXNx1fk4dz67FarfjXv/6F/v37o0uXLpg3bx5ycz2P41euXMGf/vQn9OrVCz179sTTTz+NixcvXtdvcuXF/zBlZWV44YUX0K1bN9aIvv32W8n3ZBERFxfn9TOTyYSPPvoIgwYNQufOnTF58mTs2bPH8f3mzZsxbdo01qA7duzIvt+1axf77uOPP8a///1v5iZCeebl5TG3EXJ5EcnKysJDDz3EGnhiYiKeeOIJdr0IXfv+++/jpZdeYveRkJDAHoryci/Og78B2uEuKrZIJv4ETUAjGqq9ppOLiXHxqtmRLjxMBYNOiehmGrz9WAN89Uo4+9uns/uOECkaLGYTGjSOknwe1rgl+3u54JxbmtBGzTH27tfQ0K6sEElN3gyVSoMGEVEwGauZCwn97wxZZOgMAbgiky8tYGnhU2RfrIpcLhHek5LClcZhwmduaa7ZJGlol+adnyqxYHMNKqrqP3BVnS/A9rbDkPrcO7BUeveDJsj9g6jIyJZ8XpklmC0EtImGUq+DX1RzVGRIy8B4uRimkjJ2jSeaNFThsky7uXTVgsYNVF7TycXEuFRsQYQ9HU1Ss/LNjglF83AV7hsXgLIKKw6n1k6gaXIg1JNNvp5CZOopVCFfT6XCe5qkUm6r9pncFhzkXkIUevCzJ79kkodiaDhTbHefp0mnK+QjTFxxMVUvtj/mFMOBOJJhZRNWsiYgn3JywejeRsFMeKvlN8EZ5O9N5eFaT0XFVjZZ95iugVI2ngCVW7i9rRO7j9fg9a9LcTzDu2UV7SJ7LRsZhVBDe9l4TiP8PZLpXjZkkeKpbEiJYLWYENxI2icENxT6mmuX3PsEIrxFR8x+eQvbfVYqVbIBy/qOfxHR8UMkn59L2cz+hkXEwhu+UldeZaE8vcjSOEzlURbxHqivpGeclOTOXL5mRUiA0k3h1NiLLGK/6+keiuqQhdh93Ig3vi2TKFPkCLP3N5dLpIKQmTxBrlyuiItej2ns3xOxzZRIaK3Ckp0mt3v11IZDfkMbvucvW9BtmHwbZvfZuBWLgUEbMNUV15gbyZnDvyK+70zvQlH/3kCJy9dkxoVrVkSEeRkXGngYF5zSpeWYsWBDpeR7snohiwxnZXjDICXUaoVbOxT7fNlxQRy/XdM4jfnkBtEgyP1Zo3Gc2rOn5yLU0ffBw7jgnoYWxMQV177PPk7I9Ze0k9+8oYJZAHhqP6IsYvsTEftYuXzFdu0qi3MaGvtIgVdSYcPo7ko8P02Nl2eqMWOgCoF+dcjiUi5XxbFPxjPWIYuL/KLFi2y5RArlQlYj3p4rX5OHc+v59NNPsWDBArz55ptYuHAhU2bcf//9MBrlJ11PPfUULly4wNac9KL/H3300ev6Ta68+B+GGtCJEyfw2WefsQa0fft2iWKgPrz11lussZISZNWqVUzzRsqGs2fPIiUlhcXOGDNmDPtu8eLFLM7G888/zxr13Llz2SsiIgK7d+9GkyZNJHmTLDNmzIBWq8X333/PXEyKiopw1113SZQT3333HRo2bIglS5bgvffew5YtW9hnNxIyi5TzpSZrDDJt9Z7OfWJIuy5iOjIDJRqGqLBwYxk+XHAN2RdMeGBSMAYmSONdVFcJIwYpFJwhdw+iprp+SpvUI5twfM8KdBs0Awb/4Np89e5bFTq9v2y+NAgL9yL9nEwihe/hJY20LGtMNsn3tGNzyWWxXR9MxSWozq+/BlcdLNyvuVR6f+Qiwr4PCoAmOFD2GvE6usYTVMfkk++t/j2lIz9oV2pqyAzVvdt+fHoQXp8XirZRGvyytUIS1JN20VhatzIX/uq81pOnupWXnSYhY3sLrkRpOfLKC/H3alzWQOJ7Wli7yWN3HTK6rCdJyUVo7d9nXxJ2aYZ0UeJPk1WYM1SFyppaM+TrLW+qJ7H85KBycG3LjnROZUQ76nUFDHW+d7FuXMtGzkJCdKuq8VA24vfZF4V4IuSb/OwUFe4dpgLp91bskxfMWC30CVqdS1+jE/oaY418XxMQ3Bh6v+uznqOAh3tX/x9zUYlsO/C2qCvveXp+Rtg9aN37QPEZFftNgxd5xe/dysVjnl7KxVMfZZKW58Xi+pWLKL/YV9Svv5Fe45ZGU/t36gANNh0xuyk65DDaxzWt/jrbcEhj6P3r14YpLsxXr/Ri8S8aNGmDrgPvrTON1/79t44LXtJRvCRSmK3bV2vFSDFOZMdisY+XyU/8zD1N7fhdew28tu/r7fvkx4X6tRtnerdTMguHnEue2w9ZV1xvvg75PbV7jTAfJIZ2JWWFAkt2W7ByvwVNwhS4Z6iaKX485vtbZLnecrnkvVx8UZ7bDVLe++Lrt0JrOVqb0cZyUlIS2rZtiw8++ACFhYXYuHGj2/WlpaUsHiNZZ7Rr1w7t27fHAw88gJMnT+LatWv1/l0e8+IPDCkMNmzY4Pb50KFD8fDDDzOFAS3yyWKB+Mc//sEsKOoLKRBIYfDKK69g5EjBR5nMf2gngr7TaDTsu1mzZjnS3H333azRktkQKSv8/PygItP7Ro3c8idNHn1PlhWkwCDINGnIkCH49ddfHXEyYmNj8cwzz7D/o6Ki0LdvXyQnJ+P34Pose/Oy8aYVrk+6MzlGfLCgGKnnjI7FGbmnBPorMWmQP9afdEpTx+xRoai7Ezp9eCOWfv4sWrZOxLDpz/3mfOvyPJIrl9+S5mZSV6fNyqXOa+xCK4SAkzem3Sjq7WpFrN5difX7q9ArXoe54wKZHCl2q726HMRuVD3R7ugDY3VsgfPDxhpmmSHHb5Gn7kTCn5GJChb3YvcpK4t3EexP0c0VmDFAiQXba011b1w9/bZ0HvO7iXU1qltt2VC8ixB72dwxUImftrn7cJO72O/ta+pD8aWzWPXFfVAq1Rhx90eSZ1Ihc3+3qq4U/+V2Ux/PTmd5vF3uTRZvLtieYsTcqjY8rreaBQrdXcepJf/NNhwY2hSTHvkBpVfzsH/dR1jy8UzMeGYZixfluQ1769+9yYvrTjc5yYCh3fXYsJ8CapqgN2h+cx9fl7s+tZc68/Xw+X9jPkEuiaQoWLTTe/up53Bz3bKQhSRBp3Ms2lErw9UyC+4fqUbHaAWOZtpuSbk0baDAQieZPOFr8nBuLWlpaaioqEDv3kIcPSIoKIgpJQ4dOoSxY8e6hTPw9/fHihUr0KNHD/YZreeio6NZuvrClRd/YOjkkGefdffXJIXAkSOCrye5coiQ9UKLFi3qnf+5c+eY2wi5izgjKhKI4OBgfPHFF8wSIycnhzV0oj5BOdPT0xEfH+9QXBCk5KBGTt+JxMTEuMXNIO3e7+GbVxtL3h86Vc2OPHWF3D0qqz1PkOg0CbldLyGd0GOXVdhwPN19m4KOVI1vpYNeY0O1Xamh9xOsAIzV0gChNVXCDpLO4MF50M7eDd+xo1Cj2vbAzMf/DY09qr9oyUFxM1yhvOXyFXdWXLXm4s6Kp91RIQ2Via1Oi4ybjblE2JlTBwo7cSKiNYW5pNxhceF6jXidmEfrvzyKL16SBiUg9w35dqNAlYeTRgiy1tF52PmSswCioyKJtGwTO5llTF8/pCyskZa5SzsUd0DldsjEunPdJXXUrUs9tWqqxD0jdMyC5j8rq93MQ+V2WyjoXn12Z4TPbLJpREsE2iUOMABdWymw97QNO1Psv19kY/7ED4xSsYU7Hcfav4MC/WdId1WPnjEi0M9DPXmI/M9+18Outqcd+bpw7ERdT9nYf8dzedoQaC8bigRPJ5gQ52FjQRUfHK1ClxgFO45Vkl4vPPMUG8AZcbdaa//+95CfeQDrv38CGp0fJjz8vcOcX2RUHz3G9NH7RF3JyUKLwSAZWeg58SYLxRrReZCFYrQI13iWl3jrQelE72i6CYH+9e8zamWxOSybnGGWH17SeUIcq1z7Dq/9jYexRHxP37dtqUTnVip8vMLIFkPOSgFaVNMCyFVarUF+vDRW37g2TJZG9GqGHghq0ALLP5mNrOMb0Lb7RPY9nSIyrp/UgvJImrA58Vvqqr7jAp06cs8Yf/Ror2OKi2XbpbGjqu2eha5tTOzj5eQQPxParsz4XUMuaKIVBuTbt4f7Ey0WXK3LvPV9jrbmqd24pGnXQnDFIlc5b4jjjad8Xa0rnOVzS+NkVWS055t5QTpnzL8slBspVlxbcV3jpes9OsvnUX6XNO1b2sslv+7n3dfk4dxayMKCcLWcDw8Pd3znDK3n3nnnHbz66qts45wUuXTt/PnzobwOCxCuvPgDQ9qtyEgh4KArouaffJOcUau9NwlnpQNZVniDTIPuu+8+ZkpE8SrGjRuHqqqqevs2ye0wizI7/7azcuNG8foX0rDHCW11iI/VssmSs1gUr8LZj9SVwitmREa4lxOlo9NFiDYtNWgUqsKe49IYDRR00WK1Ocy/idDwlswH98ql85Jrr9rfN2oqVeQ4lyUdl3pg83x07DkGE+9/WxKYk1xDgkIbO/IRKS+9whQacvmSfzXJRwHVACdfWruv7EWZo/xEP9iGIQrkO0X5FvIQTLb/m5SnCz7Pfq0iUXos1fG5fyvhuSlPy4KlohJVeYXsGme0jcKgCQpg1xDnv1qMRc1r47UQXdtoWRBB1ylJeKgKBTKxUEQuXrGghd2dCC7pzl0QGkRUEzUr68Op0pkUBX6NbV7b5kiRINSTdJIqlrmc773oskN+0c4BQR315FS3dFzqHYO1LM1Xa2pQWuF9wkFxKqxWGwvS51wqYmDJyzKKD9EPmq656GRZGMbyoHsUgnpSv5Z72TVOB9jRg42ChffJWTbsTZY67NLpFRSk0bWeKAidcyBDV6i90qkRrjQKVSKn4Pp3jRxlEyiVJMxL2Yi+x6GB0rIRyle4/yB72eR5KBsxboYzQQ1aQqFUMZcOZ8T3ofYAm7+VjOTV2LLwzwgJj8bY+79kC0BX9hyvcZzSc6vrimQ55RQklMnSSsOCE8rJQm4WnqDYNRSjxhV6ns9ftDieS1LI0CkfFMzROe+rZVZ8tVIa16BTKzULBCori7dyKbaiRSN5WVyDPtaHq/b+xtWPXXzvGnuHEF1A6BpSqDnSBNemGZqohkatwDNT3Y/R/fv9eha885cd0rYSXFcbbvzb2rCxpgLnUraicctOCGlUOy40at6e/a0oveT4bNexascJZSJdWmtZYFa3ugpV1j0uNJZrwypkF5glyozHpwaw064Wba7A1sM1XsZvl3FBHL9l2ow4VjQKVjLXQLk0ZD16rczqGCtEqB2TXJ7a4lV73+caZLO273NPIyrJqa8rdBqTxHHBtb9s3VSBM/meT51yyFJml8W1H7bHYyoq9dyG6Ro5WYpKbMyFkeZiapk1Ging5E53qZVF+rn4/nKJexrxvkNdZRHld3G5at2MAqXWXS6+KM/thq+eNjJkiDQGlSvkji8Hrenk1mE6nQ4lJe6Ngdp/amoqunbtyuJi0JqS3EweeeQR/PzzzwgIqOP4KDs85sX/KORrRBw9etTxGVkrnD9fO8iLCgLn+BLZ2bWBDUkxQteQr5Iz06dPZ+4o5AdFgTYpMOecOXOYO0dBQYFEMeHNfJKCeFLezkFfLl++zCw4WrUSAi3eLLIvmCUvcuMga4l4pxMiyGcxLlKDlCzP0cUpXZNGKjR1mhzS/80aqR0nl7SN1mLepGBJAEcqFjpmNTPXJOnAyVIisk03pB7ZKFHukCuI3hCIZtGdZOXYvOSfTHHRe8QcTHnwfYniQqRVh75IP76dnWjinC8pS6Lb9XK7nszMs/It6NxKusim96Q1z7FPwl0HeJo0dYl1SRMrBLBzDTp4s6nMOo/Ks7loMnmE5POIScOZYqMqR4gBc3nzHoSPToLSaVsoYvIIWM1mXN62n72vKbiEnAKz5HXqrNBuOjhFkKejGFu31LDvPHHqnIkF7aSXCP3ftJGafUdQdPn7JwQiNNDJzF4BtI3SsiNTnevpXIHVEUhTpFOMitXT+UtW2UnhlVIrOrWSpukYo2IB3cRAW7QbOnOIFjmFVnyyvLpOxYUYz+R8Edg57860bS7sgF+4Kr+opyBsdFa8M3HNhQBpdASouPB3jUpPkyo64lUM7kkmu7RAdH6l5ZjYQrGd0+kKNNmOba5m1iyeSM02oXEDJQsGKUL/U2A9+u568VQ2cS3sZXPFc9m0cymbti2EeiypqLtsrsmc9KzW6NA0uhvOpkj7mrMnNrId6/CW8n1NfchJ3YHNP7+AiMgumPzoAlnFBUGB7XylrkiW3EtWyYuOLmWyRLnI0kzNAid6go6XpOCHFCzTIUuYXRZ7Osqb6NJaLdlNpxNA6KQV13KhdJ5kSfUmS7ZZKBcZWbzdgyeov8kutKJDlLTvoP6H+hsqN0/9jWsfFR9Fpw1YWfvefMSMj5fXSF4HUgX56H/6XrYNx3RD1klpG86yt2FSPvwWyMWJYlwkb/ta8nnuGSFYeYMmtUHNKf4QKYGcX6ezhTZMp4c411XrFhqkOp1A4gqli6BxwakN0/9NG6ocJ5fQ2uixqQGIaqrGl7+WyyounMdvUgY60zlWzRSa3sbvzk5tUkzjPH5T+6Z2SieaOF9DypKMPIvHvi+niPp4pZu1BPV9+U5Krbr7PoWj7xMhSxBSjuXKnOghK8sl9/GmfUuhHyZLCVlZymxo19JF/pZKhyx02hPLt6XS4UJCREfQiU8KFuPBkyztrrdcymxMXqksv69cfFEezq2F3EAI1+CcNTU1MBikFmfEunXrmJUFxSekTW1yHaG4ixTjkMIQ1BduefEHprq6mgW4lIOCZFKcir/+9a9MY0YuI//85z8lDZBOCCHlAikf6FQPUiQsX77c8T01TAqeSaeNUCDO1q1bs8ZHLh1kFkRKBjpt5PDhw+z3Dhw4wK4lxN8hFxbSzpELSvPmzSUyzpw5k2ninnvuORajg9K8++67CA0NZUFA/5uk55hYTIoHpwRj8aZylFdaMTHJn7l+bD1UJVFMUCRm8djTgynVGNffH8/cGYpfNgurp2lDA5B70YSDpwRLi+2HqzC4mwFPzQzB8m3lzGRxcHc/NAtX4+1vr6JNhzCJLAPGPYwf3r8Xiz99Cgn9p+B8ZjL2rv8aQ6f+CVqdAdVV5Si6kImwRi3ZaSEF51OxZ91XaBbdER26j0Te2eOS/Bo1jYXeEIC+o+/HyQNrMP+f85iS48rFbGxZ8gESB05HSIOmsuWy6bAJD0/UY85IPQ6kmhAVocKgBA1W7zWygZrMAsWI/BV2w5KNB42YNUyPiirh2L+OMWp0ba3B9+vrPh3k90KuHwHtY5nSgk4LITLe+gSdv34HpqvXcHHVVjQePwRNp4/G0VlPOdJlvf8Vms4Yg+6rv8K5D7+Ff5soxL35DHK/WozqXEEhJ0dGrhlp2UbMmxCIJVsr2A7q+P5+zNVo+9FqiWKCFia59gnjodM1GN3HgKfuCMLSrcLIPmWwP/IumnH4tDAZ3ZlcjaQEPZ6YEYRVuyphttgwKNGAZo1U+OBn2qaqnZRuPmLCA+N0mD1ci0NpZkQ2VmFgFzXW7jc56okWU1ec6onq9o7BOtbG6USRDtEqpnT6caPw+yTvtCQtM/ncfNTkdqIBTdppwSfHntNWzEpSYlIfJY6ftbKo4r3aKrDthI1NqskktWEwcK2cLAOENLtP2TCupxJVRisy8m1o00zBzEuX28+ap+sOpttYPgTFvAjyUzA3kWsVNhw763kylJlnYcfXzhnthxU7q1lk/NF99GwSv/OYUbLYpec775JQT0fPmDCipxWPTgnAip1CPzBxgAH5RRb23W+BYlLcOUiJyVQ254Sy6d2WzrqvR9nUWJHuVDbL9siXzblCezwQe9mQNYociUMfxsov7sXGH59C2+5TUJiTjOQdX6P36D8xn34yv796MZPtcBsCpP2UJ8ymGmz75S8saGLi0IdYemcCgiMQEBJxW9QVLf7Sc824e6QBv+6qRkW1DaN76Zgsu044yRJGsgB59t1qcvEY3l2Lhyf6YeUe4YEb31fPZElOF8YOmuwfOG3E5AF6aFQKdqLE4AQtW/RullmQirLcM9oglAvJ0lsol13Ha7zL0lOHRyb7s3sgJvTX/65y2ZpswX2jNZg1RIPDZyyIbKzEgE4qrD9oZrvL1N+EhyqYlYbY32w9asG0JA2TNzXHivaRgpvIgi1COdIiVVRAitBxqYTcYlKk+7CHseKze7H+h6fQvscUFGQn4+j2r9FnjFMbLsxkLkv1bcOkFEkc8gAObPgYhsAGaB7bE5cvpLHjVVu06YPIdgO8pqdx4UyOCfeN88fSbVWoqLZibD8DcyXccbRGopigE0HEcYGs7Eb1NuDx6YFYbncDmZRkYMrqI3YLvKREHVOC0HGpxWVWtyPLC4RhzzEWPzLZgDmj9ThwyoToJioMTtRi1R77+K0Vx2+b49SvDQdqcOdwAxsX6MhcGr8T2mjw3draedCWI0YkxPnhoQkGbE82MuufsX102Jdicii+5aB+7K5BCkzpq2T9dQvq+9opsOW41dH3kQVdsVPftzPFigm9VMzdSuz7OkQqsXSPVEkSbre8c93l98TOk1bcPVSFqf1VOJZF1kkK9GmvxOZkuywa4RQNuh9Rlh0nLZjYR9i8oeNbSfkRH6XEkl21irUtyVbcM0yFWYNU2Jdqhb9eCOBJz6Prka8iu1JsmD1Egan9hHKhMaFPewW2HKujXHoLAavpWHJSiFO5UJBQZxrbPSjrEwDXV+Xh/H48WVbUhegucunSJbRsWev2Se9dT6skaD1Irv/OFhYUXoA+ozVjfVHYPNnmc25rSNlAbhueICUCuXOQMmDt2rXMFYNO9qA0dGIInRJCLFq0CJ9//jlTgpCWbOLEiexkkTNnzrDvSaFAeVHAFTp6lSLN0lGlpE0rLi5mfk379u1zBNak00VIGfHGG2+wvOh4VDIdIq0baeNIWUH///jjjyzN6dOnmYaOLERIyULWG3RaSdOmTR332axZM6YsEaHjVp3z+C3Med39xAqKFD1zRCBzIaEd7oxcE35eXyY5CvXFOaHs1JBnP6z1iQgLUmLWqEB0iNEyrfWpLCMWrC9DSblV4kYybUgA2kRqoNcpmUvJ0q3l7Nz3kcPDZU8L2bbiY1wuPMfcPboPnoW+I+ey786lHcB3796Diff9HV37TcbW5f/CjpWfer7XF75HdNue7P+c9MPYuOg9FJ5PhV9gKDr1Ho/Bk56ASl27EN5/pMJtN35UTy07Ak0IpmbC9mRh0hvbTIXHJhuwYFM1DqbVDuB9OqgxKEGLkABB8775sBGHz8jv8pFp4atz/N3yIIY9k+jxvsIG9EDvLT9i35DZuLrzoOSz4/e9iLwfahVxLefNQMzTc6Fv0YRZYmT93xfI/+lXSX6hfRPR7t3nEdS5HVN80Pfpr/8LNnOtTMtfrz0m2LndzBjqjy5tBLejrDwzFm6qkBx599xdwSxWxYuf1M4syaJi5nB/Zl7M2s1ZExZtLpecJELmulMH+zPXI/JDpnazYkcli4EREiY9e412NYd31yA8RDiqbW+KGTuOmx0xKx6eoMfCrTVssSHSq70aAzurWT3RQmNLsglH0y2OIwsfGu9+nK/IxkMmbDxcu/gJC5Oae7dpBgyIV7Ld/7IqOsrThoNnhHtr2Qi4a7AKqw5YcTK79n4pbgMd9UluELR435tqQ0qOdAijo1ETWinY2fJkZUELdYrzIE6iiPzcMtmYCVMG6dE5VsOUtmfzzViyrUriVvPkjAB2DOCrX9baMIcEKjBtkIGd9GKx0MLLzBYknqxQZo/0Q+sWakceTZu7+93HNQP6d1Sy4wFZ2WTYcEAsm3Bgtr1sTpyTlg0pJ6hsisWyyZYpm1jhyD6xbLafkJZNgIsv/tmTm3Bw48fsWEmykIjvMwtdkuY6Ylb8+tk9GDzj72jbfbLbfaQdWoati17CXS9tZsdKEnkZ+7Hy8znwRLdhj6LHCGH8ST8jY4N8C+tKKWPvbdCBKRjIhYSe77MXzFi2s0YiyxNT/dg48Po3tatveqamJukR15J2pIUjLpftqEap09GopGQY31eHxDjh+aZF7IrdNWz33hEo2EWWKQMNbDddlGXp9mppuUzzZ7K89nWZVBYql0hhd5ysMZaSLB7K5a4RBrRurpbkERAofb47RCkxNEHNAvlSf7P/tAW77IE2Y5oo8cBYLX7ZbsKRjNr+pkdbFVNykGKNdvG3HzMjOdOzywvlT+4kL34pVXw3ayqVJevEJhzc8DGK7W24Y79Z6Gpvw3mZB7Di03sw5I6/o10P9zacenAZtix8CXf/pbYNEzR1PrVvEU7s/om5oZDio03CWPQY8RhTboiknHTSFjhBFk/ThvihcxsNM4HOzDfjly2VEreKZ2YFsnHh5f+USMaFGUP9mOsU1RVZXCzeUumoq2fvDGTKC088+ZGLy1wrNUb10rKjUUmRSUfibnMavx+f6oefNlbhoN3KhegTr2FKDjZ+l1ixicZvl7E5pqkKE/rp0KyRkik+DqWZsHa/UXJiTcNw951ZWtQOdOr7DmdY2QlSRGS4AncPUeHX/RZJ30f9fa92SuY6SH0fKcedxw2ifQsFpvRT4dPVZrdjPkWsFmkaUj4kdVKx4z9JUXYo3coUDkyWxgrMGabGir1mHHdSjCe2VrKTMmj8oWNed5+SykrQYn9wFyX7S0oicpHYeMQiif3gapVM5ZLUSSmRxblcSCHy6z6LRBbq6x2ylAuK8ZMuspA1BCloPlllZu6X9eVWyvPqnbfvvvulP98NXyT87R9+UzpaA1KwTlp3TZs2zWHFT+vIv//9724bzRQD8euvv8bOnTuZawlRWVnJDosg15F77rmnXr/LlRccTj2VF7cKOeXFrcRVeXEr8aa8uBXIKS9uFa7Ki1uNq/LiViKnvLhVyCkvbiWuyotbiSflxa1CTnlxq5BTXtxKXJUXtxJX5cWtxJPy4lYhnjbiC8gpL24lrsqLW4k3l+r/dbjywneUFwTFrFi4cCFTVtBmMm0408b06tWrWRDOq1evsoMUyMWELDIo/mFCQgKefPJJlv7DDz9kG9Vr1qxh19UH3xmJORwOh8PhcDgcDofD4fg8TzzxBKZOnYq//OUvzN1fpVIx6wqKiUhxDvv168cs/Ak6WWTBggXMco2sLO699152HX1WX8UFcfuqrzgcDofD4XA4HA6Hw/F1ruM40NsFlUrFwgHQyxWKZSiGGRChAxcoSOfv4Y9XihwOh8PhcDgcDofD4XD+UHDlBYfD4XA4HA6Hw+FwOByfhruNcDgcDofD4XA4HA6Hc5PggVhvDNzygsPhcDgcDofD4XA4HI5Pw5UXHA6Hw+FwOBwOh8PhcHwa7jbC4XA4HA6Hw+FwOBzOTULxBzxt5FbAS5HD4XA4HA6Hw+FwOByOT8OVFxwOh8PhcDgcDofD4XB8Gu42wuFwOBwOh8PhcDgczk1CoeSnjdwIuOUFh8PhcDgcDofD4XA4HJ+GKy84HA6Hw+FwOBwOh8Ph+DTcbYTDkaH0ahl8hQNH/eFLmGrM8BWWv74HvsSk1/vCV1jxxl74EhXlRvgKao3v6O2zz16DL6HVqm61CD6Lsdp3+r6QMAN8iWofKptTKVXwFWqqTfAlgkN8p91cyCuHL+FLfZ+vuRdUV/pSOw7FbQs/beSGwEuRw+FwOBwOh8PhcDgcjk/DlRccDofD4XA4HA6Hw+FwfBruNsLhcDgcDofD4XA4HM7/iDvQ7Qq3vOBwOBwOh8PhcDgcDofj03DlBYfD4XA4HA6Hw+FwOByfhruNcDgcDofD4XA4HA6Hc5NQKLjNwI2AlyKHw+FwOBwOh8PhcDgcn4YrLzgcDofD4XA4HA6Hw+H4NNxthMPhcDgcDofD4XA4nJsFP23khsAtLzgcDofD4XA4HA6Hw+H8b1pezJ49GwcPHvT4/b59+xAWFva7f6NZs2Z455138EfDZDLhp59+wpw5cxyfXbx4Ef/617+wc+dOFBcXIyQkBH369MFjjz2Gli1b1jtvSrt582ZMmzbtusvRaDTi2Wefxfbt2xEUFMRkUSp/nw7syJEjsNls6NatG/Ly8jBkyBD88MMP6NmzJ3wJvVaB2RMaoFfnAOh1SpzOrMK3yy/jwiVTvfN4bm4Eqmqs+PdPlySfUxHOGBmGQT0DEeivQlZuDb5fcRkZOTWy+cS1UGF0Ly0iwpQoq7Jh90kTtid7l6NrazWGd9MgLFiJ4lIbthw14lCaWfZanQZ4bqYfNhz0fI3r9RMGGNC1jQY6jQKZeWYs2VaFS8VWr+kC/RSYkmRAu2g1VEoFTp01Yen2KpRW2GSvH9hViyHd9Hj1y9I65Zky2B+JbXXQaRXIOG/Cwk0VuHjV4jVdkL8C04f6Iz5Gy+rkZJYJizeXo6S8Vp7QQCWmDvFH+ygN1GogNduEJVsqvN6rvlljDDi2GoenPIqrOz33i0TTGWMQ++eH4RfTAlXZ+ch87wvk/7hCck1wYjzavfs8+2surUDeD8uQ/td/w2aquy2KZZMQp3WUzaLNVDZ11JW/AjOG+KNDjIaVTQormwqUVLiUzWA/tIvWQK0C0rLNWLLVc9mQLJMGGtDFud1srcLFerSbqYMMaG9vNylnTay9ObcbqstxffVoF6WBv0GBS1ct2HiwBkfOuJdR25YqjO2jR5MGSpRV2rDzuBFbjxq9ypAYp8aIHjo0CFbiaqkVmw4ZcTBVmneLcCUmDdCjZbgK1UYbDpw2Ye3+Gli8355P1pOvPd++Ig/JMjnJD13Feso14ZctlXXXk58C04b4sXpSKYCTZ4V0zrKEBCowZZAfa8NqlQJpOSYs21bp8T5bN1NiRHcNGocpUF5pw77TFuw84b3/7txKhSFd1QgLUqC4zIZtx8w4miHtJxPbqDCgkxoNghS4Vm7D3lNm7D3lvS+lMWpMb/sYVSmMUdvqGKMSWqsxrLuGPVM0Rm0+4n2Met4+Rh2s5xg1KYnajFBPmblm/LK1nvU02ID2VE/U12SZWDrXvmZ8fwPaRanhb1CycWbjgWocSfN8vyTD9KEB6NZeGKPO5Jjw8/oyFF6pa4xSYuaIAHSM1bHn+0SGET9vKENJee19DEgwYO74ILe0mw9WYuNR6WetmysxsocGjUMVKK+iurVg53Hv5dklVoXBCUJ7uFpmw/ZkM46ku7SZOBUGdnZqMylm7Enxfm//jXHBmaSuWgztrsdfvpB/vuPYuKBztOFdJ4zYdrSONtxGjeE9tI5xYfNhIw6lmt3GhQn9dY5xgcaNdfuNXscFX3uefPGZ4vzvcFMtL0aNGoXdu3fLvkJDQ393/h9//DFefvll/BFZvXo13n77bYnS4O6778bly5eZAmPDhg344IMPUFBQgJkzZ+Lq1av1zvv//u//sHLlyt9Ujrt27WK/TTL88ssvv1txQcyaNQvnz59n/zdp0oS1j65du8LXePqeCPTpEoD5K6/gXz9eRIMQNf76eDPWsdaFQgHMndwQvbsEyH5/76SGGDcoBCu2XMM/viuExWrD6482Q0RDjdu1kY2VuH+snk1gv11XjSNnzBjXR4shCe7XinRqpcJdw3U4k2vBN2urkZlvwayheqbQcMWgA+aNNaBBUP3rds4YWmRp8OvOany/rhLBAUo8OSMABp3Cq/XcI1P8EdVEhYWbqrBwUyVimqnx2NQANilzJTFOwxYe9WHexEB0a6fD0m0V+GZlGUIClXjuriD46b3L8+QdwYhpqsGP68oxf30FYpur8fTMYKjs8mg1wDOzgtCysQrz15fjq1/L2ULw+btD4O8hb33zCPRY+w00Ie6TSVciJg1Hlx/eR9HmPUzRcWXnQXT55l00mT7acY0hujl6rv8WlqoaHJ35FM5+8A2in7oXHT78S73K5v4JgUhsq2WLoG9WlbOyefbO4LrLZkYQopuqWbn8tL4CrZqr8dTMIEnZPD0rCC1Y2VSwsmHlPttz3nPH+iOhjQYrdlTj+7WVCAlQ4qk7AuBXR7t5bKrQbn7eWIWfN1WiVTM1nphW225oQU7tiBZ9q/dU4fMVFci5aMH94/3Ro730OYmKUOHBCX64WGzBV6srcSjNxCaWw7ppPcrQOVaNu0cakJZjxperKpGRZ8HsEQY2cRWhSftjU/xhMgPfrK1iypBBCVpMTdLjdqsnX3u+fUme+8YHIKGtFst3VOK71UJZPjMzqM42/MT0QFZPVEc/baxEbDM1npoR6JCF1dMdQWgRrsaCDRVCGwigNiDfj7UMV2DOSC2KSqz4caMRyZkWjOqpRlJnz3tU8dFK3DFYg/R8K37YaERWgRUzBmmZQkOke5wK05O0SDtvwbfrjWyROra3BoO6eM6Xxqh54/RssUnjzZF0M8b11WJIYh1j1Agdzpy34Js1whh15zDPY9QD4wxsUVZf5o4TFIErdlThuzUVTDH09B2BddbT49MCENWU6qCS1QM9T0861RP1NXQNLbJW7a7G58vLkVNowbwJAejZwXMf8tCUYHTvoMcvm8vx5fJSNo68MCfU+/OtBJ65KwQxzTX4fnUpflhThtYtNXh2dojj+SZaRqhRcNmMN7+6Knmt31vh1mbuHaXFpWtC/SdnWDC6lxpJXepoM0M0yMiz4vv1Rpy9YMWMwdI206OtirWj1BwLvl1nxOEzFozto8GgrvXbL71Z44Iz3dpqmKLDE5ERSjww3sAW4l+vqcLhMyaM76fD0DrGhdkj9awNf72qCpl5Ftw1nBb30nHhkcl+bFz4bl0Vth01MiXKlCTdbfU8+eIzdTugUCp98nW7cVNjXuj1ejRq1Oim5U+WB39UyBLBmT179iA7OxuLFy9GcHAw+4ysJT755BP07duXKTtIufFb8r6eciwtFTTUAwcOhIJW5DcYlUp1U9vMb6VNlB7dO/rjzf9cQHJqJfss9WwV/vNaFEb2D8bSjcUe00Y21eL+qY0Q21KHGqO7RpqUICP6BePrpUXYsFso32NplfjkL5GYNDQEa112Skb21CK/yIqfNgtWGTSppIkLDao7j5tgktncGNNLh+OZZqzYLewm04DmpwdG9dQiOaNWy94hSoXJA4SdoPoS3USFTrEafLK0HKfPCXll5Znx13lBGNBFiw0H5K1HusZp0LKxGm9+W4rCK0K55BVZ8PKcQLZwOGTfxQ7wE3bQ+3XWobyq7i1rWpB0aaPDhwtLmEafSM814Z1HwzAoUY81e6pk03Vrp0VkhBqvfF6MgstCIeZeNOONB0KYIuTAqRp0a6tDk4ZqvPp5MS7Yr8m7ZMa7j4UhsZ3L5EOhQPPZE9Hu3ReAehZn3JvPoGDJeqQ+KyguL2/aDU1oMOJefxIFi9eyz1o9Nw/msgocnvwIs7QoWr8TlqpqxH/0CjLf+QzVuQV1lI0WHy0sZbtSBO0Uv/1IKJIS9Fi713vZvPrFtdqyuWTB6/OC2XcHThmZlUuTBiq89sU1R9nkF5XhnUdD2TW08+ZMdFOh3fx7STlO2dsN7bC9+UAQBnTVYv1++XaTYG83b3xT225IllfurW038TEatAhX4Z0fy9ikhyBFQ1igEiN66HE0o3YSP7q3DnlFVvy4oZq9pwm3SgUM667D9mSj7PM0ro8OxzLMWLbT/gzmWJjyakxvHY6mC/cytDs97zZ8sbKS7aidzgaMZhumJemx8VAN2+X2xXraf8rs08+3L8kT01SNzq21+NfiMmbFQWTkmvHWwyEYmKDDun1Cm3KFlFK0wHz9y2soEGW5aMar9wejW1stDp42skVBRAMVXv+qxFGX+UUW/P3hEJb+pKDvdzAsUYMLV2xYtM3e5+VZ2bhAC8bdKWaYZdrxyO4anDxrwep9tWn8dMDwbmoczxISUPoTZy1Yd9Be1hesaBisQJ94NbPSkGOUOEZtko5RpBDceUx+jBrbWzpGpdnHKLIwlIxR0SpMoTFKcx1jVFMVq6ePf6F6svc1uWb87aFgr/WU0FbD6ukNqgOxni6V4ZX7ghz1FN9KgxaN1Xj7+1JHX5OabUZYkBLDe+qx43C5W76tmmvQNU6Hf8wvxslM4X7Tc4x476mGGNLdD6t2SZUMIt3b6xHVRIOXPrmMC0XCb50vNOFvjzRAjw567Dsp3AfJfC7fhKw8913q8Ija/2lX/sJlGxZtFcdJK1tAklXF7pPybWZUTw1OZlmwaq+0zYzo4dRmEtQ4kWXBugP2ss63olGIAn2pzSR739W/meOCuOs/rp8e/et4vkf1EsaF+RurHX282IZ3eBgXxtjHheXiuMDasDAuJNvHhSHdtGxc+GpVlX1csMBoBqYm6Zj1nty44GvP061+pjicW6puGTx4ML7++ms8/vjjbKed3AT+9re/wWw2o6Kign22YMECSZp///vfSEpKgtVqZe4OL774Ivt82bJlGDZsGEufmJiIRx55hH2elZWFhx56iOVNnz/xxBPIz8935Ed5vP/++3jppZeY20JCQgL+9Kc/obxcGHAOHDiA9u3bY9OmTRgxYgQ6derElARk8UC/RWl69+6N//znPxI5ly5dyixP6Hr6+/333zOZCXKNiIuLYxYM5LoRHx/PymLRokWOe/nzn//M/qfrSAbRwoHcNZwh1w2yopgwYYLjM7KIGDduHPvtLl26MMuGkydPsu+ovJYvX85ceihvsQzEcrRYLHjvvfeYcoLkGjlyJH7++WeHhYZ4Xdu2bdn7un5PdIH56KOPMGjQIHTu3BmTJ09myhjx/gi6X8pbLBu6Z1Ge7777jpV9x44d2V9RHuf62bFjB8aOHeuQmdxibiRd2/kxd4/jaYLigigttzLXkcT2fl7TPnFXY6ZtfvGfeSgpcx9lOrUxMJPgA8drJyxmM3D4VAUS2vtLrqUBK7aZCiftg4XI8Swzc2uhAcWV0EAFwkOVbJIqSZNpRqMQJZuIEnotMHe0HlkXLPh8pfziSA4yPafBmAYXETI/zcgzM5NoT5DbBZnIihMNgv6/eMWKDtG16Ub0FEz/v/i1AilZdZszkssHmWKKiwkmT6UN6edN6NjKs9a+Q4yW7VaJCwWC/qdXx1hBnuR0I97+rnbRR4gTPI2LKjioUxziP3kDefNX4Nic5+uU2xDZDAFx0Sj8dZPk84JlG+DfOgp+sZHsfaNh/XBp3Q6Ji0jh0vVQkOJveD+vv0H1wcrmnFzZaLymK7gilIVDrssWFFLZ2Mv0WLoR73xf4lI2wkRMo1bI1j/Jctq13eSamfLBE+2j5dsNvcR0lO/OYzWOiY/juqsWNAypHfZoh4eepxOZ0kn+sQwT28WPaeb+PJF5feMwFY67pEnOMCE8VMWeKaJdpJpNvp1NgWliq1Qq2He3Sz352vPtS/KQ2TNrw871RLKcN7EJuLd0JIs4eSfof6onMR21wXd/LJXUZW09wW1ciGmqxKlz0vZ+8pxFGBci3Kd6oQEK1lZPZUsXcDRONAxWsh1i4rv1RqzdL23r1Kbp2ZGDjVHNVTjhMkYdy/Q8RoXZxyha8LqmcR6jDFrgvtF6tov82XWMUVS/Qj1dX19D6WTrifU1QiVU19iwM9m9r7l4xeLoC1zpGEtjlBUpWbWuaeQKcCbbhE6tPY9RlI7GKFFxQdD/BUUWSTpa+J0v9N52qZ5aNVUixbXNnLW3mSYybSZQaDMp56Rt5oS9zYj19O1aI9a4thkLmJtlXdzMcYEY2VPPfoOs8U56eL5Jed2a5lku39OcSe9pXAhUoDFrwy5pMoQ2TMobom2kmt2bZFzIFMaFti3Vt8Xz5IvPFOd/i1veCmhR2717d7YAf/755zF//nxmReDv788WofS/M6tWrWILdTl3BXI9uHTpElasWIGnn36aKSlmzJgBrVbLlAfffPMNioqKcNdddzmUEwQtjhs2bIglS5awhfuWLVvYZyK0gCblBCk5KJ+0tDQmg0ajYQv3O+64Ax9++CHOnDnDriclBLlmUCyKNWvW4KmnnsKXX37J0jtDbiGkWFm3bh1TyLz++uvIzc3F6NGjmTKFEF0oSEFCC3MqI1rAv/HGGyxvil8RHR3tsMYgJctf//pX3H///Sxfuo+amhr85S+CSTm5h5AyhfKkvF0hZdH69euZSwopV6isSK7Dhw9j7ty5ErnofV2/R7z11ltYuHAhXnjhBVZ//fv3Z/d99uxZhwyUr5zrCsXh+PTTT1lZUto777yT5edaP1RvlJ7aS5s2bdhvkQLsRtG8sQYXL5tgdVGKFxSZ0DTcuxnbRz9exMsf5SPngrwPffMILSqrrbjmotigvMkqg8yHRRoEK5iig8w8nblcIrwPl+nYaUAlitzSCDdDgxxBZozvLKjEgs01bBCqL+SDSb/vYtCDomKr47dl0zVQyvpuk5zhYbXpdh+vwetfl+J4Rv18HZs0VOFyscVNHop50LiByms6uZgYl4otbAeUqKqxISvf7JhUNA9X4b5xASirsOJwqnRHqOp8Aba3HYbU596BpVJ+F8KZgLat2N+KjGzJ55VZOcL3baKh1OvgF9UcFRnnJNcYLxfDVFLGrvEG7bhfviZTNsXey4bunyYOrlD9NfZQNs0aqTCXyqbSisOna2TrX7bdXKuj3YR5aDcki73dkJXFz5ukkzEaMuLti3sRco2iBbtrfuKzIidHRJhwv65pLtvT0POkUQl5u15DzxWVk/jM3Rb15GPPty/JQzFSZOvpmtXRTuTTeehrnNLRBP6sSz3NGWOvp1TpWEKKBhoXyGXEmSv2Pr6hfeHkTHioQnZcuFIqpBEXW5eu2VBsj/lD5uXkRpLQWoX9p+UXfrQwYrJ4GqNk6kh8bt3SXJOOUbRD/c5PwhhVcT1jlIfnqYieJ6e6l0snV09COpWjr1mwsXZTw9HXtNJIFE/OkPUe5eEqD/1WREPPK3xKJxcT4+JVsyNdeJgKBp0S0c00ePuxBvjqlXD2t09nvWybEevFtc00si9wnQm3t4m60rA2U1bbZsiNJKGNCvtcrLrkuJnjArHzeA1e/aqUKQc90TBICbWXcUF2niW2Ydc0JXWPCxVexgVffJ588Zm6XVAoFT75ut24qW4jtNikBbArQ4cOZYtNol+/fg53hxYtWuDHH3/E0aNHMXHiREyaNIl9R0oIcpE4ceIEc52gnXtPkMUF5UPQb/j5+TGlASkwCIrVQAEhf/31V7YQJmJjY/HMM8+w/6OiopgbRnJysiTfJ598ku38E7169cLx48eZIoFcJx588EG2wM7IyGBWA/T/ww8/jDFjxjjui5QlpHCgfEQoGCfJQpCyhQJ0Ur5kQRAYGMg+d3ahoO8pkCUpF8j6gBQNarWaKWjIcoGUKeQCQov78ePHszRUblOnTmUKBoLyJXceulbOPYMUQFRmzZs3R3h4OFNexMTEMAUJKZRc5arr9+i+SSn0yiuvMGWUeK/kukLfUd6iXPQqKSlxyELf032SRQZZdoj1Q9YZX3zxBe655x7HtaQgIgWP2Aao3aWnp9+w2Bl+BiWqqt0HRrLGMOi9L0TOF3gP/Oenl8+bJq8EadeNJvtEwO7OUeOSpfierCdcEf3ASUsuSWOqzZ+gnYAi++B2PVD+oqwS+Y02tkvhCfpduckGpWusrS3TuoI/yclT5XKvYr7efOLpu0tX3dPV1Nigb+Bex49PD0J8Ky2sVhu+WyMN6kmYikvYq76og4V4KOZSqZkxuYiw74MCoAkOlL1GvI6uqbNsZOqqpq6y0dOEyyxfpjIuRo9PD2SWLFQ2368RgkWqNfVrNzV1tBtWTy6TMiaLyQa9U7txZfJAPZsc0Y6bc17ifUhlgOTZcEZ8xlzTiO/pe1F+12vEz+Ty9ZV6sg+VPv18+4o8Htsw9Rm/ua9xT/foVKonDaunH9ZVsMB2ITr3Nlnjsh4T3+tlTMLFNljfNC3DlXh0ovCjuZesHgOBivlWX8cYVZum7jGKFsbXC6snmWG4rjbD6qn4+tsaxUqhvuaz5e79NEGuBHLPN1ljeHu+KZ1c+3Qe28gkn2gYosLCjWXM4qFvZz0emBQMjUqB1Auu/Zh8/cu5jnqsWw9pWjZW4rFJTm2mjkCg/41xoT7Pt97+bHkcF2Tk8NTnk9zse63C6RrI35/XZ8P1evH7//7zdKufqYcmeZ/ncP743FTlBblC0MkUrtDiWKRVK2G3UYQWsORmQJBFBi2iaTedFARknUFuHZGRgvm0HLS4FaHFK1kriIoLcdFNC3H6TkRcQDvLIMZ2EHH+TXFxL8Z8IGWAGFSTAmcWFhbin//8J7MqESGXEbJIoIW3Tqdzu3dRKSDeuxz0Ow888AB7kcUFuX6QlQkpNQwGA5577jlWZuQqQ7EwyLIhJyeHWYSILit1QQodcrkgt5F27doxRQ4pYRo0aCB7fV2/d+7cOXZP5C7ijKgs8gblR2nJ3ceZHj16MAuYK1euyNZhQEBAnWVZF66GPd7ie7jGELle6god4pz99Vz7e9J4grJyVdJ6y99b3r81nas8ihsmz/XV8erdlVi/vwq94nWYOy7wdx/fXVfQJBs9U3VeY7spZePtV+V6ltW7q1jZ9Oygw73jhIBpB10irv83282kgXp2asTGg9Vsx02tUd7U5+m6nmkfq6fDLpHm/zjP9++TR77vU/xXZFmztwobD1ShRwcds75QKspxKq9+cnjKs67uyjVJcbkVn62qYSbpI7pp8MgEHf61tMbN3/5/fYyanGTAkO56djLCsXQTy+O/2YbP5BjxwYJipJ4zwmifApF7SqC/EpMG+SP1J+NvbzPXWU/Xyqz47NcahAYp2Ck4pPz6iNqM2fee7/rm5Sm/usZ/GprrzPcGyXIjnydffKY4nJuqvKCdem+KBsJZseC6UKDOlSwwyIJDdEugHXZviIoE53xcoYU1WR54k8EVsnBwxtMpG+KinSwh6BhTV+g0DXJt8fS7nmQm9xRajFM8CYJOayH3EXpRHA+K+UDKCyor0VKBFD3k0kKKGtESoi5I+bNx40amGKG4FBRjg1xeyMWFLGFcqev3nMv5evFWf651cj1lWR+WfBgreb83maLIa2StJirrEWTOG+QyIqdxFi06nHchRE23zuV2Re27rMWBPb0QkKn2e1H7LrcD5Ak6AmxkD6nW++gZIwL9lPXePa5rB5o+k9uxlmNcfz+MHyCNOULuG3ScnKw81Z7zJSsanYcdFbn7oCBiRFq2iUXpHtPXD94PQfWOuaSM/VUHSuOciNYU5pJyh8WF6zXidWIexNj+BozvX7+yoTL3Vlf0nae6krMaqi0bMxoGq9ixnPeMkf7ukTNGBPn9RllkdpINMunIL//uUX7o3k7LFBfLd0jdd8TrXXcMvT9PtXLKPU/0jNZaYXgoM6d8fb2ebuXzPaqPHmP66H1CHjlZjqQJi0K3POuQhb67nr6GApKK5tTU14zqY8CpxbXbnqL8dHShM+I44ckCSDaNRj5NWSW9rDhXAFwtteGh8Tp0jFG5HavqGKNc8nXs9HuwmhHSeHqm6j9GjaAxqmeAWz3R0Ys39HmS6WvuGe2P7u21bJG1bLvgtjZhoD8mJknlOXSq2sMYpWTzAU9UVsvLI6QT5CmrsOF4uvuWOB2pGt9KhwADua/d2DbjyRqttJJeVsDeZh6eYG8z9mNVR/fRY2xf/X99XKgLaR/vLEPtb8n9fu1YItOGa2wS67z63t+tfp588Zm6rVHc8mgNfwhuqvLiRkALZgrSSTETKIYBxWuoL+TCQdYaZBEhLm7pqFGyDhCVADcaslAICwtjsSucFTdr165l8SHefffdeuXjqhXPzMxkigJyzxAtC5yDdoqWEeROQW4b5KIiQjE8xMU85etN405uKZQXWVuQ1QW5xtx7771MfjnlRV2/R2VACgwK4ElBPkWmT5/OYnuQ64wnyDKF0h45coRZgYhQ/A2yoBHjfNwMnnsvV/K+Ryd/dGnnx7TGzjoROso07+Lv0wRfuGSCv0GFoAAlCwIq0qShBpeuSCNJk58jHaNKwbGA2i+E98BFGXM80ZSSfCfzL0MmTf2VL/tOmXD8jNQvniKDU4A76TBJPtNKFHox0STzTToRwpVGoUrkFNTPr3FHcjWO26O1i9CZ42Ri7SoPBVN0jnfgJs8VC1rYTW7hku7cBWHxENVEzQI+uvqcU3C02Oa/XVFHlKcLcSz8WkWi9Fiq43P/VkI/Up6WBUtFJaryCtk1zmgbhUETFMCuEdmZXM0mrM50jfNSNl58SSnQJR0P6wrFCsh2lI2KmSq7lk1OoZkdhfb2D7WKFaJLaw0LnObWbkKVkqBrrlB7lW03IUpkOwX4osndo1MCENNUhcVbKtmRdK6Iz5NrEDDxvVz7pSNVCWoHFI3ePY2F7XgWl1klwUGJAIOCLbKdTZd9rZ7e/bHMZ57vPcdrHCcG3Wp5SJbj6dK+r0trLQsUKNeG6+xrZOqpUagK2QVCPUVGCPVEiwTXvqZVM71bnApqx8Lx1rVlIAbdlDMNL7LHKaBr6JQS13GBTLu1aqB9pAq5RVZHLAwi/7LwG0F+7nMJj2NUiJcxyj4GUWwO2THqOlx59p4y4WhatXtfEy3/PMnFkBAh33wKfulKuFM9iX3NY9MChb5mcyW2HqltJ9uPVOGYS7tJaKtDfKzWbT5B8Sq8Pt9XzIiMcB9nKB2dLkK0aalh7WjPcWkZUJBXqpeqGmmbEcq4tnzFYI6ybcb+GcXecm4z4hGblIa1mSgVcxORtJki9zZD8WVOujzfN3tcqA+1bVjavh1tWKY9im24UbDSca+uaWhcIGsUsV07jwukuJTL91Y/T774THE4N1UFVF1dzQJkyr1IoVAfKIYCnRTyj3/8g8XKcF24e2PmzJlM4UEWCRRkk2JmUMwJsloQ41HcaEgxMG/ePBa7g4KPUgwJUlpQ0EuyCqmPlYeza01KSgorR1IgkLUHnQxCbh3kfkIKgc8++4wpaCgApmjZQTFDTp06xX6bAluSHIRY5pQ3WX+QgsUVcnshqwlSQFCskV27diE1NdVj7Ii6fo/cWShuBrnQUJ50DbnUkHXGgAEDHPKQ6wm5wjhDdU3xPChOCbkOkdKJXGQo1gcFC70ZR7WKZOXWSF50yghZWXRpW7tDSsqG9rEGyQkkvwUxfe8utW2bjEoSO/ixI1OdoZMtzl6woFMraedP70lrff6i+6BBgTmvlFjZGeTSNCqm2PB2ZKMr5GtNv+H8SssRTmZoF62WDMaxzdXMKsETqdkmNG6gZAG6ROh/CmZH39WHknIrcgrMkteps0a2E9XBKdo/HX/YuqWGfecJOtmBgnbSS4T+b9qITo0Q5KGAUfdPCERoYK3M1AzbRmnZkam/h8qs86g8m4smk0dIPo+YNJwpNqpyhFOSLm/eg/DRSVA6RXKNmDwCVrMZl7ftdyobG4vW7fyiE1hY2cS4l43ziQmunD5rRIRc2TRUO051ofgf940PkCkbDfIuSdsMvU5nC+2mvUy78Vb/9F2EXLtpWNtuyMT1kckBbKH+1Sp5xYX4PGXlW9yejc6tNaisEcpP7nmiCWXX1hq3yRwF1KQdRiLtvBnx0WrJqQxdWqvZRDQ913zb1NMtfb59qL8hWVzrydGGnevJoEDrFhqkeqsnasNUT06y0P9NG6oc9Ut9zX3j/N3rKVKoJ9d2fK7Aivho6eKtY7SKjQu0kHSFFpZXSq1sJ9yZ+GglC/RHQTrJ1H3KQA0GdpY+H62bCzIVyCyCHM+UyxhF70mWnIuen6kurs9hrIotxK5e7xhVaJG86EQEoZ5c2kwLteS0BFfoO6GNSOupiVM9UV/z6FR7X7Oywm2RRYtVUhw6v8iNg55vehZF6AjPuEgNUrI8L9IoXZNGNCbV1hn936yR2nFySdtoLeZNCpYE9qV2Q8esZuaaHKdceGoz8fVoM51c2kxHsc2UCW1mKrWZLtK6bNPCXSEs93zfzHGhvohtmBSlztA4UVlHG+7c2rUNqyVtmI4s7RCtZieaOF9D40JGnsXnnidffKY4nJtqeUFuHvSSwzkeRF1QgM79+/d7DdQpB8WloIU0Be4UTx0hawJ6T9YKNwtaWFNcC1Jg0GkZdJIJWRqQe0d9oaCgFCeC3DBIXrI4IdcRii3x97//nSmA6DfoGjpulmJPEBQY89VXX2UKA7pfsnagk08oSCYpO+hoV3LFIYUKBQYlFxFn6FQPck+hY2DpN8jCgZRAFHNEjvr8HsW3UKlUeO2111BWVsauIYsNMU4FlddXX33FFBjOp5SI7jekbKKgq2Q1Q24t9HtUnv9NTmdV42RGJZ66uzF+XHkFZRUWzBgVxlxG1u+uDcrYPELDTi84l1c/5RxRVGzG1gOluHdSQ2g1Sly4ZMT4QSHw91NhxZZr0IVJ441sPGTCwxP1uGekHgdOmxDdRIVBCRqs2WtkvqRkXihG5K+wK8s3HDJi1lA9e0/HN9KiihZf36+v+xSMusjMs7AjHOeM9sOKndUsajWZg9Igv/NYbTnQgEVRs8WJ99EzJozoaWW74yt2CuaAEwcYkF9kYd/9VuiorrRsI+ZNCMSSrRXshAcyyydz3O1Ha++XBktaWObaB/9Dp2swuo8BT90RhKVbhaCOUwb7I++i2XEKA+2SJyXo8cSMIKzaVcmOLhyUaGAnAXzwcynaX4ec5PoR0D6WKS3otBAm+1ufoPPX78B09RourtqKxuOHoOn00Tg6q9ZdLuv9r9B0xhh0X/0Vzn34LfzbRCHuzWeQ+9ViVOcW1F02OSbcPyEAS7ZWsroa19/AXAq8lk2qEaP6WvHkjEAs2yYo1CYP8mMKG3EHn6xgBnbVsyCQq3ZXwWKxsbKisvlwoTSGkNhuzpw34d4xfsydo7zahrF99GxC5q3dHEkzYWRPKx5zaTd5RRb2HTGwqxatW6jZcam0eKBnxJncy7WTtw0HavDoFD/MHW3AfvvzNCRRi5W7Bd9s2gGiEyDoeRJP4Vl/oAZ3DTew8jt5Vji+NKGNBt+urVU2bjlsRGKcBg9P9MPWo0YWoX5cXx32njTVqTD0tXrypefbl+ShejqTY2JKhqXbqlBRbcXYflRPNuw4WiOZnNPpBWI9UV2M6m1gdbDcbgo9KcnA6umIvZ7oqMABXfR4dFoA1uyuYouYgQk6oZ4WkXWMdGG1NdmM+8docedQLQ6fMSOysRIDOqux/qCZWe/RuNA4VMEWoOK4sOWoGdOT6LQr4HSOhe2Y06Lop82CDPSb25PNGNpNzdp+1gUrmjRQYGiChi20zuTK7+BuOiyMUXNojEo1ISpCGKNWexmjNh40YtYwPSqqgJRzZnSMuZFjlFBPc8f6M9NzajNj+9n7mmSXelIpkOvoa6ie9HhsWgCW77DX00B7Pdn7mqQEHVNWUT5kbeV6dGVqrTGcg/QcE4tJ8eCUYCzeVI7ySismJvkz14+th6okigmSRzz29GBKNcb198czd4bil82CC+G0oQHIvWjCwVNCOW0/XIXB3Qx4amYIlm8rZ0EaB3f3Q7NwNd7+9iptFzny33LEjHnjtLhrmBaH0siqQ8mUDusOmB315NpmNh8xY8YgLSpqSAlnQQdqM7Fq/LSpts1sSzZjWHd7m8m3omlDBYYmapCeZ0Haee+7/jdzXLgeqD0+MtmAOaP1OHBKGBcGJ2qxao+9DWvFNmxznNRBY8mdww2sHuk4e2rDNC58t7a2TrccMSIhzg8PTTBge7KRWYaM7aPDvhTP44KvPU+3+pm6nbkdT/bwRRS23xttkMP5AzL5iUy3z/wNSqZgIBcS2slIO1uNb5dfZm4fIn99vBnCw9R46A3heEtXPnstEimZVfj3T0LcE2dLi9njGqJ/YgD0OiWz9vjh18vIyKlBZJsIt3xot2xkDy078op2bnefNGH7MUGOVs1UeGySAQs2V7MJiUjvDmoM6qpFSIAwGaFBlCa5ctB57q/e4++WB2Gsdk9DGnLY584AAQAASURBVPgpg/ToHKthFjF0xN+SbVWS6P5PzghgZs2vflm7QAoJVGDaIAPb9aVFVGqOmS0CSNMvx+yRfmxRKuZRU2P2GJV9xlB/dGkjmOaSz/jCTRWSI7qeuyuYmbu++EmtxQ/tcs4c7s/MIWmHinarF22WniRC5ppTB/sz81zybyVz3RU7KtlgPun1vrLyhA3ogd5bfsS+IbNxdedByWfH73sReT8sd1zbct4MxDw9F/oWTZglRtb/fYH8n36V1k/fRLR793kEdW7HFB/0ffrr/4LNXFseK97Y67Fspg/xk5TNos1UNrV19eydQaxs/vzpNUnZ3DHcD+2jtGyXiKxRFm8STqhwLpspg/xqy+aCGb/ay0ZN58S5ymJvN2S1QO2GjvBcsrVK4sr0NLWbYCX+8kWppH1OG2xg7gOs3WSb8YtTu3nmjgDWTjzx+IelbpZLo3vphOepwoZdx41M4UDENlfhyan+mL+xiikLRfp21GBwgpaVC00aNx0y4pDLJLlVUxUm9NeheSMVm8jT92v21cA5fnJ1pcmn6kmrVfnM8+2JWyWP2WyVbcPThvihcxsNM2XNzDfjly2Vknp6ZlYgq6eX/1MiqacZQ/2ENmy1sV1Hcm9yloXMvEn5RDLoxXraVcXaQkiYwU2WDlFKDEvUsGNOqb73nbJg10mhT4hposSD43RYvN2II/aYA0TPdioM6KRGsL+C7chuO2ZGskscC7qmTwc1czGpqLYhOdPCFrG0UBWpqbG4jVGjegpj1DVxjEoW2nosjVGTDViwqRoHncYX+o1BCbVj1ObDnscoChz66hx/tzw8PVNUT1OHGJhVlZL6mjwzftnqUk8zhb7m5c+kfQ09h456or7GqZ7+NIv6Gs8ug3Nev+jx+Z45IpC5kNDznZFrws/ryyQm9y/OCWWuQ89+WGv7HxakxKxRwilBbIzKMmLB+jJmhejsRjJtSADaRGrYfILGqKVby5Fx3oTwiCC3NjO8u1ObSbE4TpKJaapksU0WbTPiyBlpmyElB2szpTamrHCNfdKrvQp94oU2Q33fsUwLNh2WtpmyMvkd9Zs1LrhC8ZDatFA78nDt+2hcGNVLyxTP1yps2H3ciG1ObfjxqX74aWOVJBh1n3gNU3KwNkzjArVhl/ZJrhAT+pEiUskW/TQurN1vlIwLrovcW/k8+dozdTtT+k/vcRtvFUHPfIjbCa684HDqqby4VcgpL24lcsqLW4Un5cWtwpPy4lbgSXlxq5BTXtwqxNNGfAFPyotbhZzyggOPyotbhZzy4lbiqry4lfjSM1VdVX8rzP8GrsqLW4kn5cWtwpf6Pl/bofelZ+qzF0Jxu8KVF/8jATs5HA6Hw+FwOBwOh8O5banjuHtO/eClyOFwOBwOh8PhcDgcDsen4coLDofD4XA4HA6Hw+FwOD4NdxvhcDgcDofD4XA4HA7nJkEBaDm/H255weFwOBwOh8PhcDgcDsen4coLDofD4XA4HA6Hw+FwOD4NdxvhcDgcDofD4XA4HA7nZsFPG7kh8FLkcDgcDofD4XA4HA6H49Nw5QWHw+FwOBwOh8PhcDgcn4a7jXA4HA6Hw+FwOBwOh3OTUCj5aSM3Am55weFwOBwOh8PhcDgcDsen4coLDofD4XA4HA6Hw+FwOD4NdxvhcGQwVhnhK4SE6OBLXLsGn8Hgr4UvseKNvfAVJr7WB77ExvcPw1eoqTbDV/DzsTYc7EP9Tcm1GvgSSrXv7PeofUgWwmaFz6AK5KbZnii+WglfwWazwZdQa3znmaoq9a2+LzBYf6tF+GOg8J02djvDS5HD4XA4HA6Hw+FwOByOT8OVFxwOh8PhcDgcDofD4XB8Gu42wuFwOBwOh8PhcDgczs2CnzZyQ+CWFxwOh8PhcDgcDofD4XB8Gq684HA4HA6Hw+FwOBwOh+PTcLcRDofD4XA4HA6Hw+FwbhIKftrIDYGXIofD4XA4HA6Hw+FwOByfhisvOBwOh8PhcDgcDofD4fg03G2Ew+FwOBwOh8PhcDicmwU/beSGwC0vOBwOh8PhcDgcDofD4fg03PKCw6knep0Cc6Y0Rt+EIOh1SpzKqMCXiy4i/6Kx3nn8+aHmqKqx4sNvL0g+DwlSYfaEcHTt4I9AfzXyL9Zg6for2HW4VDafmCYKDO6iRHiwAuXVwKEzVuxLtXr97fgoBfrHqxAaAFyrAPacsuD4WRv7LtgfeGqSxmPa5CwrVu6zyH4X10KF0b20iAhToqzKht0nTdiebPIqS9fWagzvpkFYsBLFpTZsOWrEoTSz7LU6DfDcTD9sOOj5GmfaNFdiVE8NGocqUV5lw54UM3Yc956uS6wKQxM1aBCkwNUyG7Ylm3D4jPR+O8WoMKirGo1ClKg22pCRZ8Wa/UaUV3mXh+SfMtgfCXFa6LQKZJw3YdHmCly86r2+Av0VmDHEHx1iNFAqgZQsExZvrkBJhVBnRGigElMH+6FdtAZqFZCWbcaSrRW4VOw9b32zxhhwbDUOT3kUV3ce9Hpt0xljEPvnh+EX0wJV2fnIfO8L5P+4QnJNcGI82r37PPtrLq1A3g/LkP7Xf8Nm8twO4lqqMLaPTmg3lTbsOmHEtqPe201CGzWG99CiQbASV0ut2HzYiEOpntvNC3f6Y/2BGhz0cI3r9ZOSDOjaRqinzFwzftlaWXc9+SkwbbAB7WM0UCkVrJ4oXalTPQX5KzC+vwHtotTwNyhx8aoFGw9U40iayefLplVTBYZ2VaFRiAIVVcDBMxbsOeW9TDpGKzGwkxKhAQpcKwd2pVhwLEua5k9TNQj2d9+FemehEZU1nvO+WWXTIlyJCf11aBmuYs/3wVQT1u03wuLlVtsyWfRo0kCQZedxI7Ye9T4eJMapMaKHziHLpkNG9luuskwaoHfIcuC0CWv313iVhYhtqsCwRDXCQxWsXzqQasHuFPl+W6RTjBJJnVUIC1SguNyGnScsSM6U/tDzM7SydfXWTzUe66p1cyVG9qB+mGSxYe8pC3bWox8enKB29MPbk804ki6VPzFOhYGdhWuulduwN8WMPXXcY5sWKjYmRIQKY9TeFBO2H/MuS1caE7ppHbJsPUpjgjRNp1Y0JmgQbh8T0nMt9RoTfK2/8bUxSpQnsa3OIc/CTSSP93qm+54+1B/xMVomz0kmTzlKyl3kGeKP9lEaqNVAarYJS7bIy+Nrz7cvlY2vzfs4/1twy4sbTFxcHJYtW3ZDrs3Ly2PXHDhwAP8tZs+ejRdffBG3MzabDcuXL8eVK1duaL7P3d8c/RKD8N2yi/jnN/loEKLB35+NhL9f3Y+RQgHMm9EYfROD3L5TqxX461OR6NLeH/N/LcJbn+YiI7saLzzYHIN6Bbtd36yhArOSVLhcAizaYcHJc1YMS1CibwfPcrRrocDkviqcLbCyNDkXrZjYR40OkcKElCZbX603u72On7XCYrG5TWZFIhsrcf9YPRvcvl1XjSNnzBjXR4shCZ4VITThu2u4DmdyLfhmbTUy8y2YNVTPBjZXDDpg3lgDGgTVr6tq2ViJuaN1uFRsw/cbanA0w4IxvTVM6eCJjjEqzBqqZRPPb9fXIOuCBXcM1rGJtAj9f/cIHfKKrPhhQw3WHTAhtpkSD43XswmZN+6fEIjEtlos21aJb1aVIyRQiWfvDIafXuHVsvDJGUGIbqrG/PUV+Gl9BVo1V+OpmUFQ2YtCqwGenhWEFo1V7JqvfhXyfm6297z1zSPQY+030IS4t0VXIiYNR5cf3kfR5j1M0XFl50F0+eZdNJk+2nGNIbo5eq7/FpaqGhyd+RTOfvANop+6Fx0+/IvHfCMjlHhgvIFNjr9eU4XDZ0wY30/HFgue6ByrxuyRepw5b8HXq6qQmWfBXcNp8i/fbh6YYGATyPoyd5wweV+xowrfralASKACT98RCD+d93p6fFoAopqqsWBDJRZsEOrpyRmBbIJIUPuga2ghsWp3NT5fXo6cQgvmTQhAzw5any6b5g0VuHOwGkUlNizcZsYJ6msSVegf7zlt+5YKTOmvQuYFG37eZsa5i1ZM7qdGfFRtGj8dKUwV2HDYjC/WmCSvai9rg5tVNrRAfWSyH0xm4Lt1Vdh21IikrlpMSdJ5zDcqQoUHJ/jhYrEFX62uxKE0E1N+DKtDlrtHGpCWY8aXqyqRkWfB7BEGplxxluWxKf5Mlm/WVrHF0qAELaYm6T0XDC2IGikwe5iG1dWCLSYcz7JgRHcVBnTy3EF1iFRi2kA1MvOtmL/FhHMFNkwdoGHKJ9e6WnfQjM9WGSUvT3XVMlyBe0dpcemaFT9sNCI5w4LRvdRI6uK5H46PVuKOIRqmFP5+vRFnL1gxY7AWnVvVyt+jrQozBmmRmmPBt+uMTME8to/3/p3GhPvsY8J362twNN2MMb21GNxV431MGCaMUd+uq0FWvgUzh7iPCfeM0LMxgcaatTQmNFfh4QmGOscEX+pvfHGMmjcxEN3a6bB0WwW+WVkmpLkrqG557ghGTFMNflxXzn4vtrkaT88MlsjzzKwgtGTylDN5aMH+/N0h8HfJ29eeb18qG1+b991OKJRKn3zdbnDLC84fjkOHDjEFzJYtW25Ynm1jDOjZJRCvfXQeR1LK2WenMirx9dutMSYpDIvXXvaYNqqZDg/OjEDrKAOqa9yVAN07BiCmhR5Pv3WWKS2IY6kVaBSmwdSRDfDdNun1SZ2UKCi2YcVeQdOeVWBjA1D/DkocSLPCLKOAH9xVhVM5Nmw4YnWk0WsVGNSZPjczjX/+5VoNPNEkDIiPVGDLMStyi6TfiYzsqUV+kRU/bRa239LOW5gstJjYedwEk4wsY3rpcDzTjBW7hZkvLSr89MConlokZ9Rq2DtEqTB5gLC7UF9GdNPgwmUrft5qzzvXyuShQXXXCbNs2dCO3IksC1buFXYN0nOtbAI5orsGxzKFBIMTNGzCvHRn7c5C0TUbnpiiR/tIFU6cld/1iGmmRpc2Wny0sBQpZ4W0GbkmvP1IKJIS9Fi7V36Lrls7LSIj1Hj1i2souCzknXvJgtfnBbPvDpwysp2XJg1UeO2La7hgvya/qAzvPBrKrnFDoUDz2RPR7t0XgHoWadybz6BgyXqkPvs2e395025oQoMR9/qTKFi8ln3W6rl5MJdV4PDkR5ilRdH6nbBUVSP+o1eQ+c5nqM4tcC/zXoIiaP5Gob2n5QjthiaGO5KN8u2mjw7HMsxYvrO2rdGEbUxvHZLTa9tNfLQKk5P00Gvq326im6rQubUWH/9ShlNnhbxoJ/RvDwVjYIIO6/YJcrqS0FaDlhFqvPFVCQquCM9W3qUyvHJfELq11eLgaSPiW2nQorEab39fyhYRRGq2GWFBSgzvqcexrEqfLZvBXVQovGrDst3Cj2ZesLCJcP+OKmbpJfc8DU1Q41S2FesP1aYxaIEhXVVIyRbKKCJM+P3T560oLquXKDe1bIZ006LGaMNXq6pYX3g62wKjGZiapGM7p8Vl7v3f6N6CLD9uEGSh/kGlAoZ112G7B1nG2WVZJsqSY2ELA5KFFtWs/LrrmCxfrKy0ywIYzTZMS9Jj46EaWVnYPXRVo+CqDUt2Cvlk5AtlM7CTilk9yNXVsG4qpJyzYu1Be13lm9nCYWiCiinFiSYN7HWVY8HVetbVsO7UD9uwaGttn0rzY7Kq2H3Scz98MsuCVWI/nEf9MDCih5opYohBCWrWV687YH9G863MIqhvvBrbkuV3Z0d21yCfxoQtQpnT4omNCYka7DxhkpVldE+tMCbsEccRoc2M7KHFsUyhzx6SqMXpHDOW7qjV4BQVW/HkVIPXMeFW9zd7T1T7zBi146j7fQry6PDhwhJmyUGk55rwzqNhGJSox5o93uV55fPiWnkumvHGAyFssX/gVA26kTwN1Xj182KHPHmXzHj3sTAkttPhULrVZ5/vW102yWd9d97H+d/j9lO3cDj1sLy40SR0CEBVtRXJpwTFBVFabkFKegW6dQzwmvaZ+5pBqVTg2bfPoaTMfYJVWW3Fuh1XHYoLkbzCGkQ0ki5CaYCIaqxAWq70Hk+ft7HOvmUj9w6fXEIaBlEaqeIk9byV7QKEBcrLPbq7CkUlwP40easLkiW2mQon7ZMvkeNZZqYYoQmaK6GBCoSHKnHSZWJHgxq5YzQMFuTXa4G5o/XMCuLzlfWwwbXL06qZEifPSfOmSSiTp4lSXp4QJVJk0ojykEQZuRbsPy29T9pVJKgMPUHmtGQWeupcrdKjvNKG9PMmdGyl8Zqu4IrFMdEg6P/CyxZ0bCW0iWPpRrzzfYljokGYLUK70KjdZQrqFIf4T95A3vwVODbnedSFIbIZAuKiUfjrJsnnBcs2wL91FPxiI9n7RsP64dK6HRIXkcKl66FQqdBoeD+3fGkC2JraTZZLu8k0M9esmGbu7YZM2skN6IRrmgyh3dAChsmsBe4ba0BWngX/WSFVCnijQ7RQT6fP1eZPpu4ZuWbEx3ipp2gNCqme7AsJgv4vvGJFfIywN1BdY8PO5BrHQkLk4hWhjflq2bC+JkLB+glnTuVY2fMUGe7exkKorwmmNC79U460r2kSpmDlfT2Ki5tZNm0j1TidLShxRY5lmlm/3bal+x4P7W5T33ciU2omfSzDBIMnWYIUaBymwnGXNMkZJoSHqhxtoV2kGqfOuciSIchC38mWjRKIbqJg5ewMKYtYXTWWqasAoFGw0i0NKZ4aBisd/VqTMMElor6KC9YPN3XvU6nP99YP0/2TIsUZUgCQLOK48O1aI9bsl5afxULWi15kaaZCist4c8IuS4ynMYGNUe7jmvOYQJZ6+095GBPqsGrylf7G18YogtwamDxn5eTxbPXQIUaLgstmN3no1TFWuI/kdCPe/u6aizzCX43ad59vXyobX5v3cf434cqLm8j27dsxffp0dO3aFf369cPbb7+N6mrpAvXs2bO44447EB8fj1GjRmHdunUe8yMXk2HDhjn+UprJkyfjyJEj7PuPP/6Y/Y7VWtsrVlVVsd//5Zdf2PusrCw89NBD6NmzJxITE/HEE08gPz9fVgEwZMgQvPfee5LPV6xYgS5duqC8XFjEL126lMndqVMn9vf77793/L7o9rJmzRpMnDgRHTt2ZPKSDJ988gn69OmDHj164I033pAoHLZt28auozzpPj/88EMYjbW7G5TnkiVLMGfOHHYN3fO///1v9h252Nx9993sf5K/vi48ddG8iRaFl42wuuhFCi4Z0ayx50GD+MfX+Xjh/7KRnS/vHHw8tQKfzC90m6h37xSA8xekaShehVqlwJVSqSDkk+tpId3IPjBcKat/GnInad5IifVHLPCkC2oQrGCyiBM2kcslwntSCrhCCwmiyC2N8CM0wBFkUvnOgkos2FzDJnX1ge6D5CGLiPrLo5CXp1R4T4sbym3VPhNOZUsHXtrFJgq9+O7SrtPla+5leKnYgsYNPNsWRzRQscmmK2SmKaarqrEhK9/smFA0a6TC3HEBKKu04vBp97ZWdb4A29sOQ+pz78BSKb+z50xA21bsb0VGtuTzyqwc4fs20VDqdfCLao6KjHOSa4yXi2EqKWPXuNIwSMlcpVz9aMU6kK2nMHu7cU0j1q293dBu+ds/VuCnTdWoqGe7Ectbrp6KqJ7sv+0pnZyvsZBOqCcyIV6wUaosoF1o2iF1nkz6WtmEBgp9zWVPfY29X3FGVAa49k9X7AtfcZIaEapAlRGYkaTGSzM1eHmWBtMGqBBg8CzPzSobjYr6DqVbvlRG9IyJ5ecMXa/xIovYzzkTYW8PrmkuX6tblnIvsohKGlZX9n5URKwHcQxwRiwvt7qyvxfrihRNVTXAzMFqvHKXFq/O1rJ6CzR474fFfteRb4k3WYTP6kpz6RopvITPyEKE3EgS2qiwz0WJ4DpGifUtIv5OI69jlE1elhClMCbsNcqMCcIqr7COWBG+0t/42hjF5GmowuViGXmuepeH0smVDd1HhAd5moercB/JU2HF4dQan32+fapsfGzed9tBPuS++LrN4MqLm8SmTZvw8MMPIykpiS2gaYG+du1aPPPMM5LraLFPC/tVq1ZhxIgRePrpp5GSkuIx34KCAixcuJApFSiug8FgYC4StPinfC5fviyJkbF582b2HSkWSEkxY8YMaLVa9rvffPMNioqKcNdddzmUESIKhQKTJk1iMjsrFlauXImhQ4ciICAAixYtwv/93//hscceYwqKp556Cl9++SXef/99SV4ffPABXnrpJaZAKS0txcyZM5GdnY0ff/yR3e+CBQuYwoLYuXMny4eUPqtXr8Zrr73GFDrPPfecJM93332XyUe/S/KT4obcRUhRQ/8T9HujR9f65v8e/A0qVFa5T0gqa6zwM3h3cM3xoLTwxr1TGqNZY52bO4poSlfjEhdJfE9BjlwRP6sx1j9Nn/YqnL9kRc5FzwOIQZTFNV/7e9Kiu6Wx+/PS7oFUFuE9ae4J2pVwnTzWBe2+Cr/vmrfwVycjj/h71R7vQeFxgj62t2A6meayc+l6vzQpcIVkFMtCNp1e2O10hT4Ty92Zx6cH4vV5IWgbqcGSLZWSgGkipuISVOdfRH1RBwsWReZSad9ALiLs+6AAaIIDZa8Rr6NrXNHbwwi4tQGxzGXKRfzMPY17u6EFzvVCdSHnv0+/JyePNJ3tutNNSTKwxca6/dU+Wzaia4lrX2O0v9fL9jViGunvGO3vxe/JbSTIT9g1/mmLmbmYREUoMXeERrLLJ73Pm1M2tde4/yZdd139mJd+Q8zHNY34nr73JK/4maf+SMzbvdwhKXdnxH7fU18sfk9uI0H+YG4gP2wysdgX0RFK3D9avq5q7xMe+mFF/fthD2kojsUb9xowNUnL3Jo8BQKtzffG1pOnMYH8/vOLLMxd4Hbob3xtjHLI4ynfuspG7j5q6LlxX+o8Pj0Ir88LRdsoDX7ZWiEJXOlrz7dPlY2Pzfs4/5tw5cVN4osvvmBWA4888giio6OZFQAtxCkOQ2ZmpuO6WbNmMcsLuoYW7WTV8N1333nM12QyMUUIXde6dWvce++9OH/+PFNCtGjRAt27d2cKBhFSiojKBlIS+Pn5MeVC27Zt0blzZ/zrX/9igS1//fVXt98iZQgpSw4fPsze02/s37+fWUUQn376KVPQjBkzhv22qHyZP38+ampqF+xz585lFhb0m1QmlZWV+Otf/4pWrVoxRUaDBg2QkZHBrv3ss8+Y4oLKpGXLlsyqgu53/fr1zJLDWbYJEyaw3yVLkqCgIBw9epQpZoKDhSCXYWFh0OvrFwTJFdqpcH55U0zeaDeVe6eEY+KwBli6/jL2JUttdevSj8pJUpdS1VV8CtLXtIECe0973z263nx/a5r6UmfZ3CB5aHf5ofE6kIHRDxtrHGVOWVE8AOeX93bz2zpmuVpZvbsK/1hQgr0na3DvuAD06+w50GB9qSuIk40KoM5rbDekzOs6Gl3mZzxyI+vpt6SbnGTAkO56Fv3/WLrJp8rm98pS3zR0ctGXa83YedKKnEs2HMmwYtE2M9vt79JKvk3drLKpM98bJEt90vzW/vFm3sPy3WZ8vtqEHSco0LONnWy1YKuJuXN0jXWvK9r4qE++v0UWkWtlVnz2aw0WbTOy0zcenaiTVaTUVf83akwgy5GHJ+hhtQqBom0+2t8cTzf51Bh1Y8tGcV1ztNW7K/H+T4I8c8cFSsZMX3i+/9fKhsO5HnjAzptEeno6W9Q7Qwt48bvY2Fj2P7luOEMKBVIQeIMW/SKBgYEOpQYxZcoUvPnmm3j99ddRUVGBPXv2MGsI8XfJ1YQW+CKNGjViihP6zpXmzZszmUkBQkoRsnIIDw9Hr169cPXqVRQWFuKf//wnPvroI0cachkhxQUpGnQ6ocOLjBR84wlSnjRs2JBZjIiQgkF0Czl9+jROnDjB3EJcO1dyNyGZXMtALAexDG4EKz9vL3m/+3ApQoPcHxc/vRIVMhYZvwUyiX763qYY2COYKS6+XXrJ7RrXXbG6rCuENJBP49itk37ePlLYicnI9z6iiDtHrhYNouZddofArv0XdgJrvxc173I7QPVF1Oq77tKJ8snudInyeLgH150C8uW+Z4SO1cN/VlZLTK6HddNgeHc/yfVkbhnk7z7No/v1dq/0nfzujoLFXnElM0/YeaRj6BoGqzC6jwHeD0CtG3OJoDhTB/pLPhetKcwl5Q6LC9drxOvEPJyptus1Xe/P0W5kykX8TKhb93Yjt6vkiRE9tRjVSxro5UiakR0ld0PrySUd+VHfM9of3dtr2UJi2fYqnysbiSye+g1xx16muxUtGrQuz7erRYZcAODzRTbWZ5BLiaw8N6lsvO2oe6p/ab717fucf1tGFqPzLq2HNiWTr5iWyeNW7uL3cjvr8mnE3xbHBdm6uiSYuVM8DNelqqMf9jDeeNp1lkvjqR8uraSXFSgArpba8PAEHTsh5KjLsaqOenKxPBFlkd/FrrueXMeEOSP1wpjwq3RMIMb01WNsP4NP9DdjZWS5lWMUnWYxfkD9xkxmdVDtTR4rdB6sr+Tuo1YeE4tRMqavH45kVvjM8z2uv59Plc3x7CqfnPfddtyGJ3v4Ilx58TsgFw2yWqAYDM6LbJVKJavNFGNBqJ2iSyldGrLFYpEoF+SQ+178veHDhzNLBXLDIPlIOUHKBudr5OTSaOQDM5GVxd///nf85S9/YRYdZO1AMov38uc//5nFrnClSZMmuHTpktv9yt2zqyz3338/cwlxhe6lPmVwI3jqb06hlQH06hqIhA7+TIPs/DNNw7XIK7h+txBX/AxKvPZ4S7RtZcAXCwuxcstV2esoaBrt7pCPs/MgILwHilwmTs5+hXRNYbFTmgB7Ghc/6TbNlCwgaF07tuTjaLHa2A4cUDtpFN4DF51+S0T0k6Qd1nwnj5jaNL9dEUSTRkEe6SAt5i13VrloRk/+9M6BquTugY7Gu2MwHf9nw1dralDqYvZKAT0PnhQmPyJd47QssJm0tsjHUyXrfyxSeNXCjixzJTxMiewLwsQiqokKDUNUOJwqnU3nFJrRqvlvszhypjxdiGPh1yoSpcdSHZ/7txKUkeVpWbBUVKIqr5Bd44y2URg0QQHsGs/txqWe7L6ydAymK2LdUYBBctWpTxpP7E0xIfmM9Jnt0lqD9tHy9UQB8jxBfsQU2d8VSpddYJZM7B6bFoiYpios3lyJrUfk+4xbXTbOFNufJ7e+xh4jR868V4yP0SCQ2jDc+6drNrZAbR+pZKcbObuxKOy+1hUewrHcrLIh1wrayRefeZEAg+BSIpevKItrzATxvVzMAzpyUfxtOsXAPY2FyVJMsoS4y0ILFE91SXFIauuqlgZe6kqMA0HX0CklrvVLfTXVFR1xSwoMt7pSUV3ZvPTDUsWGWG9yrkuifORPf+FK7fdi4EtKo1UD7aNUyL1klSgIxHoN8lPUIYulfmOC/bMGbmOUwm2M6kpjwhAdk+/L1dVuYwKx63gNTthPhrjV/Q3Jciy9xmfGqB3J1TieKf2uaxsv8ngrmysWtIiQL5tzDnnU7Nlyled8oRmxzTU+9Xz7etn4yryP878JVwH9Dr7++mtJDIuSkhKHuwIpNMiNwRnR/cLZauDUqVOSaygNuYP8VsiygeJbbNy4kVlKiMoGgmQ6efKkJPglKThycnLcLBlEyBXEbDaz+BEkq+gyQq4edJ+5ubnMskJ80TUUYPO3Qvd+7tw5SZ5k4UGxNciSpD7UZbZaHzJzqiWv5FMVLLYFnToiEhSgQofW/jh6un5yeYKq59XHWqBNtAH/93meR8WF6BNIZtZtW0jvsX1LwRfW9bhToricBkwb2rWUPu70niZ3JU7i06SHJrO5ToOvJygS9dkLFnRqJR0U6T1p0s9ftMgqUq6UWNl56NI0KjbAeTsmrD7ynCuwOgJpOvKOUQnyXHK/J7r/K6VW9vvO0C5ekZM8bVsqMXOIFjmFVnyyXH6SWlppYxHenV8UFdygU7IJh0iAnwKtW2pw2im6uyunzxoR0VDFAm2J0P9NG6odkcbjW2lx3/gAtnslQk2f/FTzLnn3ua4PlVnnUXk2F00mj5B8HjFpOFNsVOUIgX4vb96D8NFJUNJB8eI1k0fAajbj8rb9svWUlW9BJ3uUcxFqE5U1NuR4aDc0aersciY8paHFhhhEsj5Q3Z0vtEheFPWfJo/t7RH7xQllbAu15EQAV+i7iAZKNGlQWwf0P9WVWL9k7vvo1AA2kf9qZYVHxYUvlI1EFuprLtrQ3qXfoPdVHvoaUq7S75FyQpImUggmea1COB1iTE8V+neUXhPXQgGtWoFzhdb/etnQUX8dotVsQe58DU3SM/IsHmVx7cc6t9YIshR6lqVra43bQpYC55EFgSCLmQV+pJ3z2msEWdJz5dsiyZNdaEOHKGmZ0nvq+/KKPNeVW5pIJZPzWrkw3oztrcbAztL+kfpDqquzBdZ698P0nmQh5YPHfjjGpR+OVjr6YVKmTx2owcAu0jJv08LzglIYo6ysP7+uMYHajMy4Jh0TVJg5VIfsQiv+vaxKdkwgKF6Ar/Q3JIsvjVEl5VbkFJglr1NnjYI8rdzloe88QaelNJGTpxGd7iHKo8H9EwJl5NGyY0F96fn25bLxpXkf538TbnnxOyCLAwp6SYEzu3Xrhm+//ZbFXqCgkWQ98OSTT7K4EKRMoACV5M4xaNAgiaKA4ltQbAdyF6FAnOS+8Y9//ON3yUUKhnnz5rGTTd555x3H5xRf4ueff2bBLylWBSkxKPBlaGiom4uLCLl3jBw5ksmUkJDgcAEhBQH9BgXjbNq0KQYMGIAzZ84wdxWK71GX9YgnKE+K/UGnh5BMpLh4+eWXmbuIs+VFXQocIi0tjd2bv7+7Sfv1ciqjEifSKvDs/c3w7ZKLKKuwYNa4RqiosmDt9lplQ4smWmjUSpzNrfs0B5Gxg8IQ38afHZd6+ZoZcTFeQu5TUNOTVtw9VIWp/VU4lmVFi0YK9GmvxOZkKxtYaA1J0dlpQKi0z1t2nLRgYh9hcDmTJyg/aEdtyS7pRKmxPeo7HZFaHzYeMuHhiXrcM1KPA6dNiG6iwqAEDdbsNbLI0bRzFxEmTIbFHdUNh4yYNVTP3tORYTSQ04D//fr6l5knNh8x4YFxOswersWhNDMiG6vYZHftfpNDHormfsVJnk2HTbhjsA6V1TYWPb5DtApdYtX4caNQeDTJmJakZWbUm4+a3KLB04TQU/AxOvouLceE+ycEYMnWSnaCwbj+BmZWu93pjHuaSNDv5NoH/kOpRozqa8WTMwKxbJsQOX7yID82iRB3RmhnZmBXPQuEtmp3FSwWG5IS9Cyi+4cLS9HuOsuOXD8C2scypQWdFsLkf+sTdP76HZiuXsPFVVvRePwQNJ0+GkdnPeVIl/X+V2g6Ywy6r/4K5z78Fv5tohD35jPI/WoxqnMLZH9r40EjHplswJzRehw4JbSbwYlarNpjbzdasd3YHCdjbDhQgzuHG1g90TFtHWPUSGijwXdrf/+RamQmeybHhLlj/Zl5Nf3m2H569rzQsYPOCwWKtJ5rVw6R+feo3no8Ni0Ay3cIckwaaGD1dCRNmBQmJejQuoWG5UO7bq5HyV246rtlQ3EO7hmuxvSBaiRnWtCikRJ945XYfMQCk0V4nqivuerU12w/bsHkftTXgB3PTAvdjtEqLN5hdihFdp+0YHBXNSqqgPR8Kzv1Z1BnFTuW9Vyh54nszSqbLUeMSIjzw0MTDNiebGS7pWP76LAvxeRxYk35PjrFD3NHG7Df3vcNSdRi5e4aJgspgukEAur7xMj56w/U4K7hBibbybPCUZQky7dra0+H2HLYiMQ4DR6e6IetR40sev+4vjrsPelZFqHczbh3pAZ3DFLjaIYVLcMV6NdRhY2Ha+uKYjPQqVPiYUNbk82YOkDD6ir1vAXtWqrYwn7hNqHt0niy84QFQxPU7B7S86iulBjSVYXTORacLZCXZ8sRM+aN0+KuYfZ+OELJ+uF1B8y1/XCocGqW2A9vPmLGjEFaVNQAp6kfjlKxxc5Pm4wOWbYlmzGsuyBLVr4VTRsqMDRRg/Q8C9JcjvQV2XzEiAfH63H3cB0OpplZYNikrhqs3VfHmDBExyxLTp2zMMWLMCYIF1BfPX2QlrneUNu5njHhVvc3mS5Hpt/KMUoOJk+2EfMmBGLJ1gpW1+P7+7Ej5b3Kc7qGuaI8dUcQlm4VdmSmDPZH3kWz42STncnV7PefmBGEVbsq2bGtgxINTJ4PfiZ5FD77fN/6slH57LzvtuI2PNnDF1HYbnS0wf8xSGFBp2aQBUObNm3YyR+kyCDopI7//Oc/zJKArBTGjh3LjiYVg0iSJcSzzz7LTtMQ42A8//zzDjcMihtBioAffviBHW1Kp5aQmwYpCUTEo0EpEKgYD0J0HyHrCFJWOEMxJeikEjG4Zd++fdlvkgKCmD17Npo1ayZRepDFyJ133om//e1vmDZtmiS/n376id0/yUqxLMR7pLxd5SfoJBBS9mzdutWRx+DBg5mbyOOPP87eU3l8/vnnLLBpSEgI+57KiRRDYrnRsbOiFYhrHqSUoRNQ9u7dyyxjKGDo9TJ23mm3z/z9lLh/egR6dwlk/U9qViW+XHQR+RdrNd5vPxuJ8AYa3Pfn2qCsznz9dixOplfiw28vOD5757lIprzwxBvz3Xc/SPmQ1EmFBkFAWSVwKN2KfanCpCSysQJzhqmxYq8Zx8/WPt6JrZXo3U6JYH+yxAB2n7LgxDmbmwXHtAFq/HulCVfk5xa4dk26c0y7WiN7aNlxVzRp233ShO3HBJlbNVPhsUkGLNhczSaxIr07qDGoqxYhAcIEliaAh8/I7zjRGeGv3uPvlgehIjtzF2iiOby7hk3UaQK5N8WMHfZo9OSfTIHVFm6tweEztTsEvdrT7qKayUM7JFuSTQ7/6dhmSjw03rMbBg3kGw8L91tS7L5Y9NMrMH2IH7q00bJ2k5VnxqLNFRIT0WfvDGIm0n/+9JrTfStxx3A/tI/Ssl0Z2iFZvKlCMikmM88pg/zQpqWG+eeSCeivOyrZ5Hjia+7uXCJhA3qg95YfsW/IbFzdeVDy2fH7XkTeD8sd17acNwMxT8+FvkUTZomR9X9fIP8naYDf0L6JaPfu8wjq3I4pPuj79Nf/BZu5tr42vi9Ynjnv1IzqpWWTt2sVNuw+bsS2ZKEc6Rz5x6f64aeNVTiYWptHn3gNW6yydlNixabDRhx2aROOewxU4LW5AW55EDXV7mn8dApMHWJgu2tKhYLV0y9bKyX19MzMAFZPL39WKmmfVL/tojSsnk5nm/HLlkrHTuyfZgWwxYQnnvzIPS7IrSyb4BBpsNd2LQXFApn8UqyBg2kWRzDfqMYKzB2pwbLdZqZIFenWRom+HVTslArqa3adtOD42drvafrWLU6JHnFKJgspPk6ctWLbcQtbpIqUuPQ1N7NsyMR+Qj8dmjWiOEY2HEozYe1+IwvMK2J1mS6RLKN76YS+r8KGXceNbEHCZGmuwpNT/TF/YxWb4Iv07ajB4AQte75pcr/pkJH9ljOtSJb+OjRvpGILFPp+zb4aiSxBQe5BecnihRQLYl3tT7VgT4pQoNERCtw/WoslO01IzqzNqHucEv3iVQj2FxTepLByrkuqq+5tlejVTuWoq+NZFmxJltaVyShdFJNFB/XDFOCYymZfigU7TwhlHtOU+lQdC7h5xKkf7tlOUDaTLNQPk7LiaIZ0J7dXexX6xKuZhSCVzbFMCzYdNktksTgXlH1MGEFjFMlSbsOeFJNkTHhkogELt9TgkNMYRGNCUheNY4zaetSEI+lmx5jw8ATPmwy0UKNxgagok98Rv1X9zby/X/GZMcrT8oPkmTHUXyLPwk0kT20lP3dXMJPnxU+KJfLMHO7PXHLIaogsQBZtLpeclkHyTB3sXytPvgkr7PIY/LU+83xXVRh9qmwCg/U+M+/74DH3U8xuFyq//yt8Eb97XsXtBFdecDj1VF7cKroP/O1uRDcDV+XFrUROeXErkVNe3Cq8KS9uBa7Ki1uJnPLiVqHT+5YBpKvy4lYip7y4lbgqL24lcsqLW4mr8uJW4qq8uJV4Ul7cKiy0cvURfG354aq8uJV4Ul7cKlyVF7cSrry48dxuygvfmjVxOBwOh8PhcDgcDofzB6KuI+g59YOXIofD4XA4HA6Hw+FwOByfhisvOBwOh8PhcDgcDofD4fg03G2Ew+FwOBwOh8PhcDicm4WC2wzcCHgpcjgcDofD4XA4HA6Hw/FpuPKCw+FwOBwOh8PhcDgcjk/D3UY4HA6Hw+FwOBwOh8O5WSgVt1qCPwTc8oLD4XA4HA6Hw+FwOByOT8OVFxwOh8PhcDgcDofD4XB8Gu42wuFwOBwOh8PhcDgczk1CwU8buSHwUuRwOBwOh8PhcDgcDofj03DlBYfD4XA4HA6Hw+FwOByfhisvOBwOh8PhcDgcDofD4fg0POYFhyNDeXEJfIWn22+HL/HG/j7wFcLCdPAlKsqN8BU2vn8YvsTwZ7vBV1j37kH4CtO+GQhfIu2fR+ErbEsrgi+h0fnOlCkw0Lf6vpoaM3yFvxQ9AV/hz4b34EuERwTCV3ipwwb4EkWN2sNXMEMDX8KMGvgOAbht4Uel3hC45QWHw+FwOBwOh8PhcDgcn4YrLzgcDofD4XA4HA6Hw+H4NL5jA8nhcDgcDofD4XA4HM4fDX5U6g2BlyKHw+FwOBwOh8PhcDgcn4YrLzgcDofD4XA4HA6Hw+H4NNxthMPhcDgcDofD4XA4nJuFgp82ciPglhccDofD4XA4HA6Hw+FwfBquvOBwOBwOh8PhcDgcDofj03C3EQ6Hw+FwOBwOh8PhcG4WSm4zcCPgpcjhcDgcDofD4XA4HA7Hp+GWFxxOPTHolXjgrkgM7BkGg16F46ml+OS7bOReqK53Hm/8qQ2qqi1455Msx2cvPtoKIweFe0xTlrILNqP0N/afSMWni1bhbF4BGgQHYerw/rhrzBAoPAQDyi0swuSn33D7PKZ5Eyx672W3zy9eKcYdz/8d7/9pHhLbt/F6T21aqDCqpwYRoUqUVdmwN8WE7cfMXtN0jVVhaDctGgQpcLXMhq1HTTh8RpqmUysVBnXVIDxEiWqjDem5FqzZb0R5ldesEd0YGNhJiUZBQEU1cCTThgNnbF7TtG+pQN/2CoT4AyWVwL5UG05mS9O0aQb0ba9Eg0CgvBpIybFhb6oNVqt3eXQaYNJAA7q00UCnUSAzz4wlW6twsdh7wkA/BaYOMqB9tBoqpQIpZ01Ysq0KpRW1cgX5KzCurx7tojTwNyhw6aoFGw/W4MgZk1t+cS1VGNtHh4gwJcoqbdh1wohtR92vcyahjRrDe2jRIFiJq6VWbD5sxKFUs8f7fOFOf6w/UIODHq6RQ9+sMQYcW43DUx7F1Z0HvV7bdMYYxP75YfjFtEBVdj4y3/sC+T+ukFwTnBiPdu8+z/6aSyuQ98MypP/137CZvN+rVgNM7K9Hl9b2eso3Y+n2alyqRz1NHqhH+yg1lEoFTp0zYdmOakk9OTOwixaDE3V47esyj3mG9O6FyMcehV+rGJiuXkXBwsXI/+FHj9crNBq0fPhBhI8ZDXVICKrOnUPed9/j8vqNkus6fvc1grt2dUt/bOadKD+dKpv3udO7sXvlB7hckAn/oAboMuBOdB8612Nf48zF3NOY/+403P/GBgQ3aC757kphFnYsfw+5GQehVKrRvHV3DJryIkIatqgzX51WgZkjg9A93gC9VoG0bCPmry5BwWXv7S4oQIm7xgSjUxs9VErg2Jlq/LSmBNfKhDp+cGoIBiT6e0z/pw+KcKXE6ibL9KEB6NZex/4/k2PCz+vLUHjF4l0WfyVmjghAx1gd24w7kWHEzxvKUFJem/+ABAPmjg9yS7v5YCW2npR+FttMgeGJaoSHKlgfuf+0BbtTvMvQKUaJQV1UCAtUoLjchh3HLUjO9NzeR/dUoV+8Gi99XYO6uFn9TYtwJSb016FluIqNCwdTTVi33wiLl8dUE9sB/kOnQB3eFNaKUlTt34qqPetlr9V17YugKfd7zKt06VeoSd7D/te26wq/pPFQN4yAtbwE1cf2oXLnasDivdzZ72iAKYP9kdhWaDcZ501YuKkCF6/W1W6ovfkjPkbL2s3JLBMWby5HSXltfxMaqMTUIf5oH6WBWg2kZpuwZEuFbF/ma+1m38kz+HTpemTlX0SDoABMG9IHs0cN9Dy3uXgZE59/1+3zVs0aY/Hfn5VN8+y/vkdaTj5W/+Mlr7IcOXoU333/A86fP4+QkBCMGzsGUyZPrlffZ7FY8PSfnoVOp8N7774je01lZSUefvQx3DlrJoYPG+Y1v6NHD+PH77/D+fM5TJYxY8dj0uSp9Zbl2T89xWR55933Jd9lpKfj66+/QGZGOvz8/DBk6HDMunM2NBqN1zyTjx7CT99/g/PnsxESEorRYydgwuTpHuUxGo1YtOAH7Ny2GSWlJYiOboU77rwHXRO7S67buH41Vq1YiksXL6JReDhGj52IUWMn1Os+Of87cOUFB3FxcXj77bcxefLk333tsmXL8Oc//xlnzpzBreLjjz/G8uXLsXXr1hua71+ebI32bQLx+Y85qKiy4J5pzfHB6x0w5+ljKK/wPthTv/voPVEY2LsB1m+7JPnuhyV5WLnxouSzwAA1Xv9TGxw7VYoOCqni4mTGOTz9f59hWO8EPDRtLI6fycLHC36FxWLFnAnDZX8/PSeP/f305ceh12kdn+u1tf+LFF4pxhNvf4Lyyjq0BABaNlbivtE6HMu0sEVrdBMlxvTWQqlQYGuy/ES1Y4wKs4bpsOuEGWfOWxAfrcLMITqYLTaWD9ElVoXZw/XYe8qEdQdMbIE4socGD08w4INfqmD2UNxNGwDT+ytxOteGnSdtaNFQgcGdFVAqgH1p8ovJuObAhF4KHEq3IavQhrhmCozrqWTlSfkQUY2BKX2VOH3ehm0nbGgUrEBSRwX8dMDGo94VI3PH+iO6iYotaGmyPaaPHk/dEYA3vylDZY18WpL3san+bGH288YqqFTAxAEGPDEtAH//oYwpTNQquiYAfjoFVu+pwrVyGxLiNLh/vD9UaypwzGkyGRmhxAPjDUhON2PNvhrENFVhfD8dU4rQAkGOzrFqzB6px85jJqRm16BjKzXuGm6A2VLF8nHGoAPuH2dgi47rQd88Aj3WfA1NiPsCzZWIScPR5Yf3ce7jH1C0YRciJgxFl2/ehbXGiILFawU5opuj5/pvUbz/GI7OfAoBbVsh7s2noQkLQcqjr3nN/97RfohqosKKnUI9jeqtx5PT/PG378tQ5WHOTfX0yCR/6HXAws1UTwqM76fHY1P88c78cjfFVmKchik6qK48EdixI9p//BEub9iInE/+g6CuXRD19JNQqFXI++Y72TRt/+9thPbvzxQc1w4cRED7dmj9+mvQhIai4OdFjuv8W7dm11zeuFmSvvLcOdl8L5w7hmX/eQhtE0eh37gnkZd1BDtWvAeb1YKeIx7wUppA0YV0LP30AVit7gqF0qsFWPCPWQgLj8bYe/8Js6kKu1Z+iF8+nos5L6+CRqv3mvejM0IR21KLhetKUVljxeQhQXh5XkM8/8FFVFZ7eKaUwPNzGjAl9DfLi6FWKTBjZBBenNsQL398iS1+l28tw5YDFZJ0/n5KPDErDKlnjW6KC+KhKcFo1VyDxZuondgwYaA/XpgTipc/ueJVlmfuCoFBp8D3q0tZu5k2NADPzg7B659fdSzEW0aomULmqxWlkvQl5RZoA2ufmRaNFLh7mAYnz1mx6YgZURFKjOyhYr+z84R8Z9khSonpSWrsPWVBRp4V7SNVmDZQA4vVhBNn3e8zKkKBPh1UqA83q78hZfcjk/2QXWDBd+uq0DhUiTF9dPDTK7B4q/xDqm4eg+C7nkJNykFUbFkGTWQb+I+YBtJeVe0U+g1njGdOoPizN90+D5x0LxQ6A/ue0LRqj6CZjwn5bvwF6vBm8B8+FUq/AJSv+anOMpo3MRAxzTRYsrUC1TU2jOvvh+fuCsKrX1zz3G4UwJN3BMOgVeDHdeWs3UwZ5IenZwbjza+vsXZDSthnZgltY/76cjZWju1nwPN3h+C1z4sl+flauzmZmYOnPvgWw3t2xsOTR+BYejb+tXgtLFYr7h07WDbNmfMX2N//vPAgDHTzdvRO/zuzds8RbDuSgiYNQ73KkpqWhtdefwMD+vfHPbPvQsqp0/j6m2+ZImDG9Ol13suixb8gPT0dHTt2lP2+rKwMb/z1TVy8KJ37yZGWloq/vv4q+vcfiLtm34PTp1Lw7TdfMVmmTb+jzvS/LF6IjPQziO/YSfJ5YUEB/vLyC2jbth1e+PNfkJt7Hj9+/y2T7bHHn/SY35m003jr9ZfRt38SZs2+F6mnTuL7b75g8kyZPks2zScfvY9DB/bhrjn3o1mz5ti6eQPefO3PePOdf6JDvCDXpvVr8Om//okx4yehR6++OJ1yAl9+9jGMJiMmTq67zG8LFNzh4UbAlRccTj1o3yYAfbuH4fm3UnEw+Rr77ERqKRZ+koCJIyIwf1m+x7QxkX54Ym402sb6o7rGfUJw4WINeznzxrNtUFZuxlsfZWDBU9Lrv1iyBnFRzfHXR+9h7/t0aQ+zxYLvft2IO0YlySok0rPzEB4Wgu7xcR7ltFqtWLPrID6avxyA9wW5yMjuGuRftuLnLYL8Z3ItbEdzSKIGO0+YZJUMo3tqcSLLgpV7jI40NPkc2UOLY5mCwmRIohanc8xYuqN2oltUbMWTUw1ssnTirPzEakAHJQqvAasOCPKfLbSxiVif9gocyrDJypPUUYnUXBs2HxPSnCu0Qa+1YkBHhUN50TlawSwyVh6wwWYDsi/a4K8DesQpsDnZBquH4opuqkKnWA3+vaQcp84JE3CyvHjzgSAM6KrF+v3yE25SQrRsrMYb35Si8IowIcy9ZMEr9wayBfChVBPiYzRoEa7COz+WIadQuLG0HDPCApUY0UOPY5mVjvxG9dIhr8iK+RsFRVhajlBPw7ppsSPZCJNMudCi4FiGGct3CjKmnRfqaUxvnUR5QcqnyUl66DXXsTOiUKD57Ilo9+4LQD2Txb35DAqWrEfqs2+z95c37YYmNBhxrz/pUF60em4ezGUVODz5EWZpUbR+JyxV1Yj/6BVkvvMZqnMLZPMm5VLHVhp8uqwCp7OFe8vKr8Ab9wViQGcdNhyUr6eubTRo0ViFv31XhsKrQj3lXbLgpXsCkNBGg8NpggIvwKDA2L469OukQ0WVd0uOlo88hIq0NKS//Ap7f23vXig1ajS/by4u/PQzrDVSWfzbxqHB4MHI/vgT5H31Nfus5MBBWKuqEfXk47i0eg0sZeXQt2gBdUAAru7ag7KTLtv2Htiz+mM0btEOY+a8J5RThwGwWszYv+EzJAy6W1bJYDEbcXT7fOxZ/S+oNDrZfPeu+Rg6fQCmP/ktNFoD+4wsM5Z99jAunk9B89huHmUipUViewP+79vLOJ5u73eyjfjwucYY1ssfv24vl03Xs6MB0c20TMGRf0mo45wCE955Mhw9Oxmw91gVs1yilzNP3hmGikorPl10FYB0EUZKi65xOvxjfjFOZgp9VXqOEe891RBDuvth1S6pIkSke3s9oppo8NInl3GhSPi984Um/O2RBujRQY99J6sdyotz+SZk5bkrgpsG1v4/JEGNgis2/LJDuK+MfAvr95I6q9giU67fG56oQso5K9YeEL7MyDczJeTQBOpfpW1Uqwam9NegtAIICUCd3Kz+Zkg3LWqMNny1qoot1E9nW2A0A1OTdNh0yIjiMveO2H/IJJgLclC25Ev23pSRAoVSBb8BY1G1dxNglpatrbIM5kqpVZSh11CoGjXFtS/eYt8T+oT+sJZcRdkvX4AGBVPWaSgDgmHoOxzl6xYCVs8bGjHN1OjSRocPF5YgJUv4/fRcE955NAyDEvVYs0d+46BbOy0iI9R45fNiFFwW8s+9aMYbD4SgWzsdDpyqQbe2OjRpqMarnxfjgv2avEtmvPtYGBLb6ZBW4Lvt5rPlGxEX2RRvPjiTve/TqS2b23y7aitmDu8vq5BIz7mAxmHB6NE+ts78i4pL8N5Pv7Lr6+LH+T+hVUwMnn9OsN7o1q0bLBYzFi1ajIkTJjArBk+cPXsWixYvRmiovIJk3/79+M9nn6Oqqu4NIuKn+T8gJqYV/vTcC+x9YrfurFwWL1qI8RMm1SFLFlNehIaGuX23ZMkiGAwG/OXVN5ilRffuPaDX6fDZfz7B9BkzER4ubxH88/zvEB0Ti6efEyxXErr1YPIsWbQAYydMcZPn4sVC7Ni2GQ88/ASz0CA6du6KtNRTWL/mV4fyYvOmdWjXoSPmPfQ4e9+5SwIu5Odi7aoVfxzlBeeGwFVAHE496NElBFVVFhw+LiguiJJSM46dLkXPhBCvaV96LJZN3B55KQXXSrybzRI9u4ZgYK8GzCWlvFI6ezCaTDhyOhNJ3TtLPh/csysqqqpxPK3WHcXV8qJNlNRs25WM8xfwztcLMWZAD7zxiKAY8QbdU6tmKqS4KBJIsUAWAzFN3LuX0EAFwkOVOHlWuht7PMuMRiFKNAxWsLUsuYjsPyW95tI1YWLkaXef5GkZDqTnSSewaXk25gbQvKF7mmA/YTcvXTBMqU2Ta2MmsaH2CRft0prMbI7qoMoofO5hg4dBZru0iy8uiInyKhsycs1M+eAxXbSGmZ2LiguC/qeXmI7y3XmsxqG4cFx31YKGIbVlRFYbrZupcDLLpcwzzdDrFIhp5r4rRvdOu5onXNNkCPXUKETQOBi0wH1jDcjKs+A/K2qVJXUR1CkO8Z+8gbz5K3BszvN1Xm+IbIaAuGgU/rpJ8nnBsg3wbx0Fv9hI9r7RsH64tG6HxEWkcOl6KFQqNBrez2P+7aLUbFGUmuNST3lm5rbjLR2Vt6i4YL931YqLV6zo4JRuRE8d2kVq8OXKCre27+r+EdwtEVe2bpN8fnnTZqZ4ICsMV/yio9nfqzt2Sj4vOXQIKj8/BHcTFAH+cYL7V0U9reLMJiNyMw6gdWepOXObriNgrK5AftYR2XRnU3Zi79p/o+eIBzFworvZts1mQ/qxjejYZ4pDcUFERHbEI2/v9qq4IDq11qG6xooTGbVKnLIKK1LPGdElTu813YVLJofigqD/LxSZPabrHKdDj3gD5q8pkd0N7xirRbXRipSsWiUruUicyTahU2t3JbJzOrKoEBUXBP1fUGSRpGvRWI3zhd5dYajfi2miwKkc6cKRFpjUD0c1dtcO0kKSnuPTMmkaBitZn+jMqB5q9jwczajbHeJm9jdtI9WsL3V2ETmWaWbuWm1byjynKjU00XGoST0q+bjm1GEo9QZoIlvXeT8K/yD4DZ2M6oPbYM47W/u5WgObsUYyKFgry9nnCp13yyFy+aD++9TZ2n6qvNKG9PMmdGzlud10iBHajai4IOh/enWMFcaF5HQj3v7umkNxQYhKCI3ad9uN0WTGkbQsDEqMl3w+pHsnVFTX4Fj6OY+WF21aNkV9ePObJegV3wbd61B00Dzr5IkT6NOnt+Tzfv36obKqCqdOnfaY1mQy4b1//BMTxo9D8+buc67y8nK8+be30KljR7z1pruFj3t+RiZL7z59JZ/37dcfVVWVzArDmyz//Md7GDd+IprJyHL0yBF0695T4iJC+dJGFrmpeJIn5cRx9OojHU/79BvA5CErDFfCwsLw/of/wcDBQx2fKZVKqJQq5k7iyNtoZK4rzgQGBqGsVGp5xuFw5QVHwvbt2zF9+nR07dqVddTkIlJdXe2mVb7jjjsQHx+PUaNGYd26ddf1G2Qm9/TTTzNNds+ePfHQQw8hOzv7/9k7C/Cojq6P/9c3bgSiECB4cHd3dy8UCi01oELd27eu1JFSoFhxd6e4SyAQSEgCERKIJ6vfc+ZmN3t3725SXijb95vf8+yT7N47d8/OzJ07c+YIiKNHjzLXlPh48SL8sccew0svCRNhMml766230KpVKzRt2pQdO1/OncT7pXK4B26lFzmYgaekFqFyWOkEXIqPZl/Dc29dxPXE8i3upj1WBWcuZmPfEdrps/u+9EzoDQZUDhVrxCMrBbO/ibfFLikW4hJTUFBYhElvf4m2j81Az6dew+yl62Cw2VoJqRCA1V+/g5njh0JLDrllEOQnY4v3DDtT6jsl72mSYw9NUImMe+KFQGa22VqG/tvwlw4XE8QTnpiSxaDtQtEWildB8lAMDVvulmyiBfk4TsaCSiyvM+3M+O+WbN5SfAvi5FUTAr2BlrVkzFeZ3FOa15Th2i0ziqStoBkhQXJWH7ZKD+H3m6x1IVkuUC7pn0zWJ5UC5VYri6U7xDs3tGtGyo3bNv72FXzlUCplDtcjGQiKKWKP5Tsy7MuUtC0poAja9fx4UT7+2FGE/MLyWesQhTdvY2/t7oh9+RMYC8qOGUPuH0T+VWGcsFAQnygcr1kVcq0GnlERyL8qnuTq7tyFPjuXneMM+r1O26mkLpy1k30dSbXvwbM6vPdbLlvAuUIbEQG5Wo3CxJuizwtvJrG/HlFRDmX09wSFqjYs1OFawt9w9terVi0Y8vNR9cWZaLl3F9ocO4y6338HjyqC4see7DtJMBr0CKgo/s6AisL5WWnSi4mQqPqY+sFutO49DXK540I1OzMZxYW58A0Mw45l72H2Sy3w1fP1sebnaci9m4qyCK+oZNYR9m2VlmlAaLBzRVNYRZVkTAxWroJ0ubG9/XDpejGOXZDuo1Qu466ELFlGhDi5pqWcVEyMtCyDtVzFQAU8NHJUDVfh42eDMPetiuxvm4Zah4U/jXuWMdRCZo7wnhTC9lju+Tv2ZXIdy0SHydA4Wo6V+w0Ov1OKhzXeqBQ0XjuOizTukLuOZUyyRREYzJQJxjti03xjpvBeUUF8z0jh1XUQU1Dk71wl+rzw6C4ogirBo20vyLQezD3Fo013FF85C3OhtMWNhdAKCtyR6DfUrysFKVyWk4qJkX7XiJCSclQX8SkGq4IioqICk/t7MwXfidhit+03KRk0tzGiSogwl7EQWSmI/U28nSFZLu7mLRQUFePxD75H6ydeQ4/n32OuJnQtW9bsPYrYhGTMGj+4TFnInYLmWeHhwthpISxU6C/JKXa7HTb8sWQpjAYDxo0bJ3mcrBJ++fknvPTiC/D1K9tdMvV2KgwGPXO1EMsSVqYsy5YsZrKMHTfe4VhxcTHS09McfqOfnz9TIKQkJzutG5InzE6e0FDhOikpwrPKFpVKjeiateDl5c0UIxkZ6Zj7y/dITb2FXn0GWM8jq43TJ49j7+4dyM/PY//v3rUdnbq4jgfyr4J8v9zx9S+Du41wrOzYsQPPP/88nnvuOXz66adMSfHuu+8iKSkJP/74o/W833//HW+88QZTbKxbt44pIiIjI5kyoywoQNH48eNRr149LF68mGlff/vtN6Yw2bBhA1q0aMG01fT/jBmCv0RqaiqOHz+OefPmsV27KVOmQKvV4pdffoG3tzeTYfTo0VixYgXq1q37UOrG21OJAjsrCIKsMTw9XPtz3rhZ/h3pNs0CEBXpiRffk9bsW+JQeHmIJ7CeZLfJJnKOk+x7OXlIz7rHzPqeHzMIIRUCcfziFSxcv5MF5vzw2YnsPD9vL/YqL7Q7Q9AOki3FOvFxcRlIlrG8txy3h3Z0+rdRIyXDyEyQpbCE8ii2W59Y3kvpYyyuDjo7gxhalBNqdtyMhHTgyGUzujaSo2vJ5nfqXTPWHXHtAkA+7eTPbA/t8tMupKtyFksTW4r05NLifDFN8RQqBSrwy9rSyTPFY3DZThJyWD5zLGNpJ+E47YCm2ymiyoP+bjZ7lReln2ACY8gRuwSQiwg77usNlZ+P5DmW8+gcl+1k91ut7STRj23ryWk7aUrbqazgrBbIuoLJmyf+DcYCYQxReDnen9nHT6AwKQnVXpnFXGTyLl6EV82aiJoxHWaTCQoPQbnqXbsWlF5eMOTkIHbmS9CEhaLyk1NZEM8zI0ZBl3FH/NuLBK2f2kNcb2qNIIOuSNo9w8e/ksvfWJgn+N3vW/sFQqs0QL9JX6EgNxMH1n2FZd88hgmvr4VaI959s4ViVhQWS9R5sYkt9p1BsWFS7zi2MS32wrSO5ZrU0SK8kgq/z73j/JpaGSvvIIuOZJG5LJcmoYSlPmgpRy4jRAV/BZZtz2UxINs21GLqYD+oFDJczbAbU/ViOSxjGgWDLO84bL2/VaVj5pD2Kuw8ZbQuasviYY03pefAyX3q+DnFqCDMxWIlryUAtlzr2kJC5uUDbeO2KDi0DeYi8TX012NRcHALvHuPZC/22a1E5K74BWVBbVwoMd7Ytr+zculZEuNUsRnaIMc+/NwIX8RUV8NkMmPBJiGoZ0Vv9+w3eSVKbK+SuYwFz5IOlW+3iUbczaUgpNkwmox4fkRfFsfi2KVr+H3THqRl3cNHTwnxF27fuYuvl27AO0+MQIBP2XOc/JLx1t4KwPKe5rFSXImLw6rVq/HFZ59C7STgJVk5REpYQTiXJV9SFo+S94VOZImLu4LVq1fik8++ZMoDewryLdd1rA8PD08UlHyvQ7kC6XIeZdSNhdV/LsPi3+ey/7v36osGjZpYj7Xv2AUXzp3BN18IrqEEBfSc/OQzLq/J+f8HV15wrPz666/o3r07nn76afa+atWqTFnwzDPP4Nq1a4iOFkztxowZwywvCFIwHDlyBAsWLMAXX4ijGEuxadMm5OTk4PPPP4eSwmCTZcJHHzGLC1I+kOJk8ODBWLt2rVV5sXHjRlSqVIlZWtB3nTlzhv2liMvECy+8gFOnTmHhwoX45BPpqM5/F9qxKG+MnfLsKpSXwb1DcPVGPk6el17Ymcr4MqmIzFqtGt+/9gwiQysiLFjYxWhatwbUSiV+WrERkwf3QtXwkL8ta1nKWilRZfdRpqK/DFP7a9kE7PdtxU6jcZSlO5asujILCX96NZWxuBcHL5pYvAs/Lxnax8gwsoMcS/aarGa59nXi6ve6asr7KTe4oxZdm2mx/VgRzlzVQ61W3Hedl9W2zmJ8PCxkZeRGp0V6WfnTzRahZUIAV9H1XZVz8Vtd1dN91VGZN5XjgtdsMODitGdR4713UH/Oz+yz4vQMXP/0M9T+/FOYSib9ibO/R/JvvyPnVIkJ/enTyDlzFk3XrkLY2DFI+OY7u69yrXCR3WfgMYqJQXj5VMCgqd9b25YsOv74fCRij29Aw3YjrX3Xvv/eb53LXBS09g0berT2QsItHS7GC7vVJId9F3uY9/eVRB2+XnKXucNYFpTknuLjJcfgzl74bIXhvu/vcg576NdKiex8Mw6VkX1CdO2HNN6UeV1JYcoYE8p4nno068CuwWJj2OE94DEW9yJ/z3ror1+C3L8CvLoMgt+EF3Dvt8/JBl4QQaJO7r/fuOjDEgU3HizA1iOFaBWjwaT+Pqye40qMUNyt39zP3MZDo8YPL09B5UoVEBYsxHRoWrs6m9tQxpInBnRFVGhFvDdvBdo2rM1cUMpD2WOfoyzk/vDll19h8KCBzHr4QXG/snz95ecYOGgIatWqfZ/1Lb8veShYuyuat2yNOnXr4dKlC1ixZCF0xcXW2Bkfv/8WLl06jwmTpqJGrTpITLiOZX/8js/+8x5ee+t9nnGEY4UrLzhWKDJy3759RZ+RJYTlmEV5Qa4atjRs2JApE8rDpUuXkJ2djebNmzuYsFlcRQYNGoTvv/8ep0+fZu4r69evx8CBA5mVxsWLF9lDunPnzg6DNV3jQbFrhdjXce/hTAT4OWrSPT0VyCsof1pIV1CGkcb1fDFnidhk3Bbvkl1UMpO0xWJx4e3p6MJCATxbNqjj8HnbxjFMeXE1Mfm+lBeWHUeKJyFlASG9s2SRSbBoKJVReletepgcE3tpUaw346d1RS53cYr1pUHCRPKoxMfFZcySZSxxLGhXytsDaFxdhr8umbH/Qsn3Z5hxO8uMqb0VTKlB6Vjb15Oh/Uhx/JOTV3Tw9XScBNDvldqxtUDHpAJgekiUo6wjj/X2RPM6aqa4WLNPvENl6Sr2FgSWXTQpOaxt66ydXMj+MDBkC1YASrtdM4s1hSE7z2pxYX+O5TzLNWq8+Qz6zhQHbDsVp4ePl/SO8P220/3UkbHE4oIsJETyl7w35EpbOxQlJeH8pCegCgyA0s8fhTdvQhMSwhQD+mzBXzg/7qpDueKUFBRcv8EsNezReAiWLBTfQlSmxOLC3iKjvKi13tbgn7ZKqbCqjdh3UnpVC4O7+GBoN7Fp9dHzhfD1VkhbZBQ5n1gXFElbQ9Bn9ll/KO1wnWoaLN+W41KW4xeLWMpTx2vK2fc5l0XaokcoJ8iSm2/G2ThHMwNKqRpTXQNvDwNLbWkZM4Vx2Ow47kmNw6LddelxuFaknKXE/GGdXlAi2Sx4aRFMax+pHv6wxhtX1nnOxlNzsbALLLMLLGu1yLCzprBHXa85dNcuWIN0WpD7+EPbrCMK9m9CwS4KcE1cgSH5BgKnf8SUGkVHd7FPKYvIgA7iXXNy35DuNzIUOsk0QpDFkcaJ5YrU76fg0MTlBD2LFdW3rSfiVgufuVu/8S6xJs23S+1keW85LvrdahWLYWFPu4a1mfIi7uZtHLt4DVeTbmP5hy8w61PCsm6n97TYprmlLZ4l4619QE2LVYGXhAXc7wsXMoXAmNGjWdYN2y+i9/Qd97P4tshSUFggaQEhJcuihQtgNpswavQYp7JYLDkoToU99Dulrmsrj305q0WGk3IWqkQJ7pv16jeEyWhkwT/HTZiMzDsZOHXyGJ55/kVmkUHE1G+ISiGh+PCd13Hi2BGm+PjXw7ONPBC48uL/GXfu3EFmZqZVM2zR1isUCknNPfmnERYrCcJ+oKfBUC2R4UIKuh5ZdPz0008OxyyDKbmNkNKEXEdoAKW0q5T+1FKeXEUoJas95ZWhPDz5ipAOzUK75oFo3tCPPYRtqyk8RIubKeWLGF2eoKBKpRx7/8p0ek5EpQpQyOVIThX7f1reVw13NNm+eTsdJy7GsdSqPl6lk6jikkBJ/r42Yev/BqRIMJrMLFAXYBNjoSSgplTMBstnFC8jxcYa2+Ira2te3zhagVFdNcwtYc7GIuTku14MUpwKss4I8BZPrCxBN+9IKD6yckvPSSuNxYpAdg36jUJQT5p0JN2xi+2RA7boCS5ZB5+ON+PgKfEkt1ENFQvaKZYICA6Qi4Jx2kP1QJlE7KGYIAk2ATppIv/MUG+WinDFrgLsOeW42KFYDkI7iSdOlqCeUubrlnYK9pMjJcNUrjIPk7ySYG2e1asg50ys9XOv6kL8hbzL8TDmF6AwOZWdY4s6OBAqX292DnFz7gqsrf646JwG1ZWoU0Xp2E7+cpe/lbVTsGM7UT3ZB1ItD4VJycySgjKD2KKtLLwvlEhpKtdoENStK3LOnEFxyi3oswS3DO86wo5bfmwsi6JYsU9vFksj95x4bKNYIfq74hSKhH9wZZaV4V6GEFfEwr0MQbkaFCLEIfm7+FeIZKsZiwWGLSaTEUpV6SJl97F8nL4sVsY1q6tlwTftx+JKQUqkZDhXJN/OMCAqzFEBHRKkRHyyWJaGNbUsHsCx84UiWc7bBFgkmtTWICZa7SALxauwDapoT2qmAVVCHGWhcpRdhKhZWYXgAAUOnRX/fgq6SPezZY1HMX7ovX2wRMt7KbcuS/wJigNE2SYcy5jQtbESKqUMM4Y6Plc/nKTByTgjVh0w/GPjDVmf3MsVAkPaQpl8aPEudV1jVjrMRiMUQeIYUYpA4b0xQ0izKQUpKFRhVZDz13bHY/5BTPFmSBQrBOl6pvxcKCuWBpDcd7oIZ0sy0VhoXFONetUcnwsVAxSieEX2pGUaEVniTgS7cjduCW0RFapk9XYiVvydFPg1OqK0z7lbv4moGCTMbdLF85+kNGGiUDVMYm6TmoHjsdfQo0Uj+HiVbtwUlwRsJheRVXsO415uPnpOdwyO2XLSq5g6qDueHNzDIbYFzXNv3RJnp7p1S+gv5CZtz4GDh5Ceno5BQ4Y6HOvbfwBemDkDPbr//dgNoaFhTJbbJd9tL0tEZGWHMocOHmDxLIYNETJ72DKwf2/MmPkSunXvgaCgCg7XvXfvLlNMREpclwgJDS+RR5xhz/I+ItIxhlJ6WirOnjmFjp27iebp1aoLAXOzsjKZvETtumL383oxQnD6pJsJ/xvKC84DgauA/p9BcSPIzcICWUFYogGTQoPcL2w5cUKIOFy9eulElawfbKEyNWqUHbWbqFmzJht0fXx8UKVKFfYKCwvDl19+yeJaWBgyZAi2b9/O3EyaNGnCzrOUp2jNFEXZUp5ec+bMwa5dwk7Hg+BKfL7odfzsPXh5KtG8UenOup+vEg3r+OL42fL77peVjjX9TjHS7jiPAKlRq9C4djT2HD8jUjbtPnaGWV3Uq+4Y0O/OvRx8PG8Zdh45Lfp8x+FTLHZGnaqOD+LyQK4S12+ZUL+aePHWoJqC7QLdTDdJKjwys01oWF3psHikiZEl1V3tygqM7qZBQqoJ368uLFNxYYm/cDMDqBUhnozVjhDiGdzKklZ43M0zo3akuEytCCEIGaVHtShFIoPF5wT6CH70luCeeUXAzTSj6HUpQc9202wzVtBkOzpCidgE55ln6BgF+6SXBfqfArZZytEu1tNDvBEVqsDcDdKKC0s7xacYWcpWWxpGK5nyJTHNcbJMAdloEdKwhtKhDC007IOiPmwK4m+i4HoSQof0FH0eMrgHU2wUJgoTpzs7D6Fin06Q26SACRnSEyaDAXf2CNZhxbfTHdqJsoxQO1H2EFE7hStFGUjsuZxgQCVqJ5ugnvR/aJCCBVT9u5h1OmSfOo2grl1En1fo1hWGnFzkXhCPvYRJr0f1V19ByNAhpR8qFAgbPYoF+sy/eo00zKj81FREvTBdVNardm14REayuBn2KFUaREY3Q9yZHaKxJu70NmYhERpVPhNse9RaL0RGN8fVM9tZRhMLiZcPQ19cIMo2QotVWszbvs5fLWZWFqTAsECuFLWj1Dh/1XnwVzoWFqxkAT8t0P8U14KuaZ+ONfOeAXfuGUWyJNwyiF7kxkHWEhRXwCqLpwy1qqhwocTdRAoqFxqsQJiN4ov+Dw9WWjOX1K6qxpTBfqIAjqQkoTSr15L01owbdH8npJpRL0o8natXlWKDmJGcIa20zcoxI6aqXZkoIXDtvTxg12kDflinE72OXRbqg/6n4//0eEPpUymLD2U0sT2HFuFXkyUW/QYD9Ilx0NQVW4tq6jWDqbAA+mTpoLOEMlKY8+hvOlosGTMFpYgqSrzrr6gQArmXD4x3SzcXsvNMSLxtEL0uXhf6Tb3qpXXk7SlDjcoqdswZF2/o2TOAXhbof+rXdIyIqa7CEwN9EOAjF/Ubuj8oZaq1atys37C5Ta2q2H3ivHhuc+I8vD21qFfNcZ5y514u/rNgNXYcFytktx89K8xtoiLw+sShWPTu86JX+0Z1UMHfl/0/pFNLh+vSArt+TAwO/fWXSJaDhw6xDbVaEpZq773zDr775hvRKzq6OnvR/61aOn5PeSBZYmLq46+/Dolk+evQQSZLzZqOLipvv/M+vv7me9GrenQ0e9H/LVq2Yuc1btIUx44dZRlEbK9LyokGDRs5lYdSmx7566BInsOHDjCri5o1Hd1UMtLT8MO3X+DIXwdEn585fQJKpQrh4ZFWJcwlu2wlly8J2VTIAoPDscAtL/6f0aZNG8yfPx9r1qxh2T4oWKavry9zz3jiiScwffp0FpyTsohQBpAPPviAuWjYKi8ovkXlypWZu8iyZcuYSwkpH2zZv1+cto8g5ciAAQNYbA0KDPryyy8zKwr6PjqfvttCz5498f7772PRokV47bXXrJ+3b98ederUYUFCKWhoaGgolixZwiwxSDHzsDgXm4vTF7Lx5vM18MviRGTnGjBxRARzGVm3rTRCfpUID6hUMly7Uf4gnRaqVfZEQnLZVhyTBvfEM//5Hq99Ox/9O7XCubgbWLRxF54dNQBajZoF9byRksqsNAJ8fdCoVjU0j6mFb/9Yw3YkyEXk0OmLWL5tH2aMGyKyxvi77Dypw5MDtHishwbHLhsQFSJHp8YqbD6sZ6lFyQSVIsmTwiK/ZF2x44SeWVTkF5lx8YYRMVUVaBStxKLtRVY3iBGd1SzA266TOodsDxR0jPxppTh0yYQxneQY3EaOs9dNiKggQ6vaMuw5Z2aTNXIPqeAHNskqKFlbHLxoRv+WchTqTLiaYkbNcBnqVpZjzV/C6oDOOxZnZtchKOaFr6eMuYncyzfjzHXnC/lryUZcuanH4309mTtHXpEZ/dpo2eRw/xmdSDFBO73J6cIk7+RlPXq1NOHZod5Yu1/oE4M6eCA5w8iOER0bq1EjUsnSpdLCqmqoWImUYrOBtf2YDk8P8cDEPlocvahn53ZpqsaGQzqhndTCopsWEZasIduOFmNsDw9mxk7pPetXU6JJTRUWbH4wlkauINcP77rRTGlB2UKIqx/9gIbzPoE+6x7SNuxGpQFdETaiD06NEWLjEPFfzEXYyL5ovnEubnzzG7xqRqHWBy8gae4KFCWJd9FsocVWXJIBE/p4YO3+ItY3+7TWssXWgbOli1CqI+qfySW7w+Ru0qOlBk8P8cK6A0L/HdheywLLnrpSdlpkKZLmzEXMLz+xeBVpa9fBp1FDhE94DAnfzmbxKyhop2e1aihMToLh7j3SrOH2ij8RNnY0dGnpKEhIQNioEfBt1BCXZr5oNQm4+dMvqPnRB6j54ftI37gJmtBQVH56GvKvxCFt/QZJWVr1noYV3z2O9XOns9Smt66fxrGd89Bh4IsszWlxYR4yU6/Bv0JlePoIPuflof3AF7D8m/FY9eMUNO82CQU5mUIAz6iGiG4gVtzYczlBh0vxxXh6ZCCWbslGXoEJQ7r5sn6680i+SDFB91TibaEdjpwrxMBOPpg1MQjLStxBRvX0xc3behyxsbAgIiupRClVnRGXqGcxKZ4c6ocVO/KYLIM6eTFZdh8vFCkmSBZL2lPKXtK/vRdeGBuAP3cK2s/h3byRlKbHsYtCP9p7ohBdmnlgxmh/rNmTx1zcujT3ZL/r49+yAHmp286eMwZM6q3C6C5KnIwzoXJFGdrXV2DbcSP0RmEcpthBpASwjMO7zxgwrIOKjW+xiUbUraJgiuelu4X6ojHynl0WptqRwvsUicCntjys8YaeB01qeeKpgR7Ye1rHLKP6tdHg8AW9VfFtT8HeDfCb+BJ8Rz2NopMHoKwcDY92vZC/fSWLS0FpTRXBYTBmZYjcQ5SVIljKZVOWY5YLOq/w8A52HUJ37SKzxvDqMhDGu3dQdGKfy/qhVNnUj6cM9MHK3fksneiA9p7M1WjvqSKRYoLGm6QShc/xS8Xo08YDM0b5YtVuoa8P7eKF5DQDTlwSxqn9p4vQqYkWz4/0xYYDBTAYzejc1APhwQp8vZT6vdZt+83kAd3w9Ge/4pUfFmNg++Y4ey0BC7fsw3PDe7P4FnmFRbiRksasNAJ8vdGoZhRa1I3GN0s3oFinR7Xwijh45jKW7TiEF0b3Z9YYthYZFvy8PaFSKlDXxcbN6FGj8Nobb+Cjjz9Gz+49cCk2FitXrcakiRNZwHgK6nnz5k02B/X380PVqlGSgS+JmjXLt7nnjJGjxuDNN17FJx9/iO7deyI29hJWr/oTEyZOZrKQy4ZFFsoWElWSPltKlho2ipehw4Zj/749eOetNzBo8FCkpCRj4e+/oVfvPqhYUWytZMvwUePwzhsv4/OP30PX7r1xOfYi1q5ajvETp0BTIk/SzUSEhIYxeerUq4+GjZpizs+zWYBR+vz4scPYsnEdRo2dAG8fH/Zq3bYDfpvzI/LzclnMi6TEBBbzonp0TbRq0x7/E/C4HQ8EmbmsiEWc/zlIYUFKAXIhIUuGV199lSkyiM2bNzOXjhs3bjBrjH79+jFFAw2QFgUEpSyl9KiWOBizZs1iShGClAi2ygZbKDsJWVRQ9pLPPvsMhw8fZi4nlHmErEHIwsIWUk6Q5cXBgweZksNCVlYWC/i5Z88e5pNIipVnn30WXboIk15yMSHlzO7du++7jjoNO+zwmbeXAs9MiEK7FoFs/LlwJRc/LEhA0q3SycY379VFSLAGo54WWzlYWPZjY5y5mINPfhCngiUWfN0Q128W4P2vxTs961939HPfc/wsfv1zE0uNGhzoh+HdO2Bcv67s2MlLcXjqg+/w9lPj0L+joGEnhcacVVuw9/hZ3LmXjfCKFTCmTxcM6iK0mz2Wa/z81vNoWle8y/DeEXEZUj70bKFmkxxSLBy6oMe+swZrzIqnB3lg2a5iHL9SuhhoVVeJTo1U8PeWMWuM3af0OBknHI8Ol2PaQOfpZ7cd12H7cWGiFBTk6AdbMxzoECNnlhG5hWDxKI5dEYa5ysHAuC4KbDhqwvmE0qGPYlpQGlRfT2Hy9VesGRcSxUMjpUZtUl0GPy/ByuJGqhn7zputShAi6abYbYQg64yhnbXMhYTcTyiN3crdhSIXmZkjvZlP8pu/lvrYB/jIMLyLB+pEqWA0mhGbYMCfe0qtUF4Y5c2UF86Y/m2ug3VL71bUTnKmdKH0nXtOC/UYHa7Ac8M88cf2QhyLLW2nNjEqtuhg7ZRtwo4TOpy4LL2oo9R770zydriGhR4vNZMu16EFWu9ahMNdxyNr/zHRZ2cnv4rkhRafcqDylJGoNnMStJGhzBIj/rNfkfLHOtH1Ato2RZ1PZ8G3YR2m+KDjce9+x9wxLGz5VPgeWyjI/dCOHmzHmO7v67cMWLW3SOT+NH24FwJ95XhnXmndUt0M6+yB2lWEHWCyxli1z7mb07ieHqgRobReY9Tv4vg9RFCXzqg87Sl4RFWBLj0dt5evQMrCxeyYX7OmqD9vDuLeegfpJUoHmVKJyCenomL/vlD5+SHvyhUk/TIH9w6LYxFV6NEd4RMnwLNaVRgLC5G5ew8Sv53NMpBYuPyV2PqOLC8ObfwOd9NvwNuvEhp3HMsUDsTNuKNY/s1j6D3+Y8S0trH8KOHC4dXYsug1TP1gF/yCxBH2U+JP4cD6r3E74RxUai2iG3ZDpyGvQOtZGldiz06xabJtto5xff3QrJ4Ha6u4RB0Wb8wWpUJ9Y0oF5nYx47PSNJmBfgo81s8PMTU0LHsHWWMs3pTNlH+2fDajIm6m6vH9MrE7jUqjlJRldE8f5kJCslxN0mPp1lxRKtRXJwawrCEvfVPqK0f9aExvH9SrpmZWFBfjdViyNZft1Nu6kQzv6o2aVVQsew1ZnqzanYerN/UIixTH16lbRY6uTRQI9pMhJx84EmvEwZKAiVVDZJjSV42V+/U4dbX0+i1qydGuvoIFIKbF/95zRpy55txNqmtjBbo2UeL1eY5WJfl5un9kvCEXuYHtNAgPljPFx/HLemw+ohOlMX8z43lRGXWdJizlKVlGmHLuovDobhQe2saOqarWgv/kV5Gzai6KTx+ylvHuP55ZbGR+WqoctcejdXdoW3SGIqACTLnZLD5G/o7VIiXIax6fS5alfjOymxca1RTcjuKTDVi2I1+UCvXlcX7sufDqD6X9kCwqRvfwQt2qKqHfXNdj+U4hk4gFchsZ1sWLuR5RfArqN2v3FbAYGBVDfNym37xeT2gDW8jS4pc125GYmoGKAX4Y3rUNxvfuyI6diI3Hk5/8zLKGDGgvxE0jhcava3dgz4nzuJOdi4jgIIzp2R6DJSwqLLwzZxlOXr6OjV8KgSItZASLs9WR5cWixX+wtKFBFYLQv18/DB0ijHNnz53DK6++5tId5OVXXmV/P/9UOpB8aloaJj4+SfIaBogtl/766yCWLF6E5BJZ+vYbgCFDhrFj586dxeuvvmx1B5Hi1VdeYn8/+VQcWP/ChfP4bd4cXL8eD19fP3Tu0hXjxk8QuYoL8ojfkxXF0sW/IyU5CUEVKqB3v4EYNGQEO3b+3Bm89eoLeG7mLHTtLij4SGmxbMnvzEIjKzMTYeHh6D9oGLr37GO9JllU/7lsMUuVSucEV6yIlq3bYeSYx+BREu+NqFNdnN7130TR+h/gjmgH/LsyunDlBYdTTuXFo0JKefEosVdePEqklBePEinlxaPCkm3EXXCmvHgUSCkvHhVSyotHib3y4lHiTHnxqJBSXjwq7JUXjxp75cWjxF558Shxprx4VNgrLx4lUsqLR4m98uJRYq+8eNTYKy8eJVx58eD5tykv3Kc3cjgcDofD4XA4HA6H879GGSndOeWD1yKHw+FwOBwOh8PhcDgct4YrLzgcDofD4XA4HA6Hw+G4NdxthMPhcDgcDofD4XA4nIcFzzbyQOCWFxwOh8PhcDgcDofD4XDcGq684HA4HA6Hw+FwOBwOh+PWcLcRDofD4XA4HA6Hw+FwHhYybjPwIOC1yOFwOBwOh8PhcDgcDset4coLDofD4XA4HA6Hw+FwOG4NdxvhcDgcDofD4XA4HA7nYSHnNgMPAl6LHA6Hw+FwOBwOh8PhcMqNyWTCd999h/bt26NRo0aYMmUKkpKSnJ6v1+vx5ZdfWs8fN24cYmNjy/+FXHnB4XA4HA6Hw+FwOBwO5+/w448/YsmSJfjggw+wbNkypsx44oknoNPpJM9/9913sXr1avznP//BqlWrEBgYyBQeubm55f5OrrzgcDgcDofD4XA4HA7nYSGTuefrPiEFxfz58/H888+jU6dOqF27Nr7++mukpqZi+/btDueTRQYpLD766CNmeVG9enV8+OGHUKvVuHDhQrm/l8e84HAk8PL3gbvw+t66cCfMJj3chZQC95GFUKrcRx9cXGSAO7Hl02NwF3q/0gLuwtKPj8KdyN59C+5CSKQ/3ImCfPcZb9JTy79L9U/gH+gJd+FN7y/hLnh5qOBOpCZnw114OavDoxbBbZHf/3ryoVCYL72L/iiY/86jloBj4fLly8jPz0fr1q2tn/n6+qJu3bo4fvw4+vXrB1sOHToEHx8fdOjQQXT+7t278XfgygsOh8PhcDgcDofD4XD+n9G1a1eXx3ft2iX5OVlYEKGhoaLPK1asaD1my40bNxAZGcmsMn799VekpaUxRcerr77KrDDKi/tsE3I4HA6Hw+FwOBwOh/O/hkzunq/7pLCwkP0ltw9bNBoNiouLHc7Py8tDYmIii5Pxwgsv4KeffoJSqcSYMWOQmZlZ7u/llhccDofD4XA4HA6Hw+H8P2OXE8uKstBqtdbYF5b/CVJceHh4OJxPigpSYFBcDIulBf3fsWNHrFmzhgX6LA/c8oLD4XA4HA6Hw+FwOBxOubC4i6Snp4s+p/eVKlVyOD8kJIQpMGxdREjpQa4kycnJ5ftSrrzgcDgcDofD4XA4HA7nIfI/lm2kdu3a8Pb2xtGjpYHHc3JycOnSJTRv3tzhfPrMYDDg/Pnz1s+KiopYFpIqVaqU+3u52wiHw+FwOBwOh8PhcDicckGxLsaNG4cvvvgCgYGBCA8Px+eff84sLHr06AGj0YisrCyWYYQsLJo1a4Y2bdrglVdewfvvvw9/f3989913UCgUGDhwYPm+lFtecDgcDofD4XA4HA6Hw/k7PP/88xg2bBjefPNNjB49miki5s2bB5VKhdu3b6Ndu3bYvHmz9fzZs2ejRYsWePbZZ1k5ioGxcOFCpvwoL9zygsPhcDgcDofD4XA4nIeF/H/PZkChUODll19mL3siIiJw5coV0WfkZvLuu++y1/3yv1eLHA6Hw+FwOBwOh8PhcP6n4MoLDofD4XA4HA6Hw+FwOG4Ndxt5iNSqVQsff/wxhgwZ8kDOTUtLY4FN9u/fj7t377JAJxT4hPyGKleuXG65qOzOnTsxfPhw9n78+PEsyMonn3xSZlnK5fvSSy9h79698PX1ZbLI/0szqJMnT8JsNrNALpQqp2vXrsz/qWXLlnAntBo5Hh9aCW2b+rL/L1wtwJxlt5GSpiv3NV57KhJFxSZ8/VuK6POgACUmDwtBo7reUCllOBObj99WpuJWuvNrq1XAoPZaNKqhgkYlw7UUA1btLUL6XZNLGXw8ZRjSUYu6UUrI5TJcvKHH6n1FyMk3W8+Ry4DerTVoVU8NL60MN9OMWLO/CImpRslralTAwA4eaFyzRJZkA1buKSyXLEM7eaBOVSUUJMt1PVbtLRTJYkvHxmp0babF23NyXF7XXeSpXVmBfm20CA2SI7fAjP1nddh9ynV/aVpLiZ4tNAjykyMrx4Qdx3U4FqsXnRNZUY7BHbSoXFGBIp0ZRy/psflIMYyufx6rl8GdqF7U0KhluJZkwJ+7C5CWVXa9DO/igbrVVKxeLsTrWTnbevH1kmFAew/UiVLCy0OOtCwjth8twsnLYtn/qT5sS8dGanRpqsE783JdXlcbXgkdzmzEiaHPIGv/MZfnho3si+jXpsGzWiQKE1Jw7fNfkbJoregcv6YxqPPpLPbXkJOP5IWrEff+9zDrndeJu/VhJotahlE9fdG8nhZatQyXE3T4Y3M2bt+RHg8s+HrJMbaPLxrU1EIhB85eKcIfW3JwL1f8G/q080KX5l4I9FMg854R2w7nYefRAslr1oxUoHdLFUIC5MgtNOOvC3rsPWNwKUfjaAW6NVMjyFeGrFwzdp/S48QVcZkG1RXo3FiFiv5ydk/FJRmx6YgOeYXluKc6eqCRbTvtLkRaOdppWGcP1C1ppwvX9ax9nbVTp8ZqdGuuxZu/lj32De3ihaa1Nazdrt7UY9mOfHY/uoLu3xHdvBBTTc0sm8/H67FiZx6y80rlCfCRY1hXL9SNUkGpBGIT9Fi5K1+yT9aMkLN2qhQgR16hGYcuGLDvrOt2akTt1FRlbac9p6mdxHI3qEbtpERwSTtdTTaVu52GdPJE41rC2Hc1SY8/d5Vz7OvqiXo09smA89eFclJjX92qqtKx70gRTlyWHutrseeCBiGBwnPhwDkd9pxyPSY0qalEjxZq63Nh5wkdjscaHJ4LA9trrM8Fem5sOaIrx3NBhuHdvdC0jtBn4hL1WLYtD6mZZfeZkT18UD+6pM9c1WHZduoz0l8Y4CvHB9MCseNIIdbty/9X3FPuJou7PBPcsd/8GzD/F5k9OKVwy4t/CaQ0eOyxx3Dnzh2mwNi2bRu+/vprFgyFAqRQNNfy8tlnn2H9+vWi4ClvvPFGucoeOHCAfTfJ8Oeff/7XigtizJgxuHnzpjVn8MGDB9G4cWO4G7OmRKBdMz8sWJWGr+anIMhfiY9frgpvz7LrgMarKSNDWHl7aND/6IWqqFZZix8W38Lnc5OZMuPTWVXh7aVwes3H+3iyh9i6A0VYuLUAft5yTB/uBQ+NczlIKfH0YC9EhSqwbGchlu8qRLUwJZ4d6iVyxRvSScsWezuPF2P+pgKYzMBzw7xQwV/6t07s64UmtVRYt78Iv28pkWWkNzw0MteyDC2RZUchlu0oQLVwJZ4d5i3pFti0loo9gMuDO8gTFaLAkwM9kXbXiLkbC3D8sp5NLLs3Uzst0zBaicd6eeByogFzNhTgarIR43t6sImrBZrYU3vpDcD8zYVMGdK5iRrDOmnLrJdJ/ale1Fi7rxALNuXD30eGmaN84FlGvTw33BtRYUos2VaAJdvyUT1Ciekjfaz1olQI55DiYsPBIvyyJo8puqYM9EbLeupH0odt24kUHWWhjQhBi83zofL3LfPckME90GjhF8jYeYgpOjL3H0Oj+Z8idEQf6zkeVSPQcutvMBYW49ToGbj+9XxUnfE46n3zJv4tfdjCMyMC0CJGi+XbcvDzynsI8FXg9ckV4Kl1IYscmDUxENGRavy27h5+W5eNGlXUeGViEFNkWBjdyxcjuvti38kCfLEwE6cuF2HiAH90bu7pcM3KleSY3EeD9LtmLNhajFNxBvRtrUaXxiqnctSvpsCY7hpcSTLity3FiE8xYnRXDVsoW6D/J/TUIjnDhN+3FWPzUT2iIxSYNtCD9W1XTOrnhSY1VVi7rwi/by6Av7ccM0Z5l3lPPTtMaKel2wuxdEcBqocr8fxw6XZqVlvFFkLlYcogHzSro8GqPfmYvz4X/j5yvDzO13VbyYDpo/xQLUyFRVvysHhrPqIjlJg52s/aVqRofGGMLypXUmDx1jzMXZfHlBmzHvNnCm77dppU0k5Un6euGtG3tYopHVy2Uzc1Uxr9trUY8beMGNXFsZ0e66lh7bRwWzG2UDuFy/HUAG2Z7TR5gDea1FZjzb4CLNiYx+rlhdG+ZbbT8yN8UDVMiT+25uOP7QWIDldiht3YR+fUqarC+gOF+Hl1LhJvGzBlkPTYVyVEjqkDPJjSZN6mQpy4oseAdhqmXHP1XBjfS4srN42Yt6EQ15KNGNeDFrHi58LTQzzZc2HBlkLsOaVjC+KhnVwMpiVMHeqLZnW1WLkzH3PX5ArtOsG/zD4zc6w/qkUosXBTLhZtykV0ZRVeHOcvur9tmTSA+mHZ8yV3uqfcSRZ3eia4Y7/h/P+BW178Szh06BASEhKwYsUK+PkJC2Cylvjhhx/Qtm1bbNy4kSk3ygNZOdhCFhzlhfL3Eh07doTsIWgQKfBLcHAw3I3a1TzQspEv3v4mAScv5LHPLsTlY/4nNdG3cxCWb8pwWjYqQoOnRoehRpQHs7qwhxQakaEaTHv7Km7eKmafJSQX4bdPa6FdU19cueN4zaqhCtSvrsKPq/NxKUHYfYlPycd7k33QoaEG244J17GHFoqRlRT4cEEuUkt2nJLTjXh9gjd7QJ+4rIe/twztG6jx554iHDwn7BzRYvrtx33QvbmGLWDtZWkQrcIPq/Jw6UaJLMkGvD/FFx0aqbHtqBNZaqlQuZISH/yWg9TMElkyjHhjog97gB4vsTbw9pShf1st2jXUIK+wjC0kN5KnT2thkr1oWxF7H5tohEIBVod7T+ugl9ic6N9GgzNXDVi9X5DxcqKRLQz6ttawhRrRrbkGxTozfl1fwHbULiUAOoMZwztpsf14Me7mSu+mVA1ToGENNWb/mYuL14VrkeXFh0/5oWMTDbYcFuS0p0ltFSqHKPHe3GzcttRLei7emuyLZrXVOHZJh5jq1K+U+Pj3HKt1TmyCAYG+cvRoqcXRi7p/tA+zdvKQoV9bDdo10CDfVb+RyRAxfhDqfPoKUM4hrdYHL+D2yq2Ifelj9v7OjoNQBfih1rvTcXuFEFW7+stTYMjNx4khTzNLi4yt+2EsLELMt2/h2ic/oyjpttv3YSI6UoUmdbT47PdMnIsTvvdKgg5fv1QR3Vp5Yf1eYTy0p2WMB6LC1Jj1TTpuZQi/IfG2Hp88H4yW9T3w19lCVPBXoHdbL/y+IRu7jgnjyqXrOgT5KVA/WoNLt8Sy9WquQsodE5buKpEjycgmvF2bqrD/nB4GiXuqT0s1zsUbsf6QzlqGJte9Wqhx5pqwXd+1qRqXEg1Yta+0n2bcNWH6MA/UraLAuetGp/cUtdP3K/NwsaSdaDf0g6m+6NBYja1HpNupSUk7vTe/tJ2S0o1463FxO9GOaf92WrQv59hHi5JGNTX4Zlk2s44i4pL0+OSZQHRuqsWmQ9LmCc3qqFElRIm3frlrtaZJSjPgvan+TBFy9GIxmtXWILSCEm//che3Ss5JTjfg02cD2c7rucTS6/VspsItaqfdljo3Ce3URIUD5wyS7URWGqyd/rLIbWILxJ7NVThzTSjQpYmKjaOr9pdaKWTcM+P5oVqX7UTKTRr7vltBY59Q9mqSAR9N83c59jWtrWZj37tz7pWOfWkGvP2En3Xsq18y9v1nQbbD2NezlRZnr4vrvHcr4bmweHuRdYynuiGl9j4nz4W+Jc+FNZbnwk2hD9Nz4XTJc6FrMzV7LszdUFjyXDBCZwCGddIw6z1nzwVSRDeupcHXf9zD+WtCe129qcOn04PQpbkHNh6QtoBqXk+DKqEqvPlDprU/JKUa8P7TgezYkfPivt+5mQdCK5ShYXKze8qtZHGjZ4I79hvO/y+4KusfgtwsRowYwSwKKG0MuYgUFYkfmNevX8eoUaMQExOD3r17Y8uWLdZjFgsHuo4t5LpBVhS2+XHJIqJ///5o0KABGjVqxCwbzp8/z469+uqrWLNmDY4dO8ZcVSxuI/Q5QTl5KUcvKSdIjl69emHp0qVWCw3LebVr12bvy/o+Qq/X49tvv0Xnzp3RsGFD5hpDyhjCIsNrr73Grk1uI/TZ0aNHrfIsWLAAPXv2RP369dlfizwEnVe3bl3s27cP/fr1s8pMbjEPkiYxPigsMuL0xdKJek6eERfiCtCsvrfLsi9OimAa7hc/jkd2rqPZ7OHTOXjp43ir4oIwGISJhlolfYvSDjdNVGITS69HprlXkw3MTNEZVC41y2hd9BH0f1qmCfVKytWqrIRCIcPZa6UTRJpsktmj5RzRNauqBFkSHGUhU1tnkOkxmRdaHqhMlkyLLKXlerbUok6UCr+uy8eFeNdmx+4iD+3GRYcrcM6mDokzV/Vsl6RauOPDONBXhkqBClG9E6ev6lExQMHMpNnvq6JkEylbU2Ca2JL7BB1zBv0GMiW2THys9ZJkQIyLeqFyVC+WyTtB/1PdxFQTvq+o2Iz9p4sd3IrSMo1Wuf/JPkz0bKlBnSoqzFmfj/MlyhopfBvUQswP7yF58VqcmTgLZeFRJRzetaoidd0O0ee3V2+DV40oeEZXYe+Du7dD+pZ9IheR1FVbISMFbY92bt+HLTSooWVK1/NXS8en3AITcx1pVNO5RUv9GhrcytBbFRcE/U+vhjWF3WDatSPFG1ld2PL98rv4buld0We0wKsersAFuwUqLVjJlaVaqGM/C/CRoWKA3KH9z8YbWL+s4Cdj+ira7T9yUXxO+j2hDslM31V9s3sq4e/dU+ReINVOwj1VWq5XS3KNUuGXtfk4X46xj1w+SB7LAp3JU2BG3E096ld3vrNfr5oat+8YRG5A9D+96kcL8pyO0+HjBfesCw7CooRQKe3bSY7zN+zaKV5op6rO2slfjgsSZWzb6Sq10yUn7eTrXPNI7m7C2KcXt9NNPVO8uionOfbdMVrLFRabse+0o0sljUnB/uJxnpTXNcIVDm159poBWmfPBR8Zc705Z1/mqtCHg/2F3127ipL1Q9Fz4ZrwXKhd2fl4GlNdgyKdCRfiSxV35MpyJUHPzPqdUa+60Gds+wP9fzuD+ozY2oPkHN7NCws2uHbbc7d7yp1kcadngjv2m38NMrl7vv5l/Psk/heyY8cOTJs2DZ06dcLq1avx3nvvsZy3L7zwgui833//HYMGDcKGDRvYIn3mzJm4cOECO9a6dWu2MJ81axY7RtfYtGkTi19RtWpVqzUGfdf777+PJ554gik/aOFfXFzM8u8S5B5CihFSopB7hj1LlizB1q1bmUsKuYeMGzeOpbM5ceIEJk2ahNdff52dR2XpfVnfR3z00UdYtmwZXnnlFfbb2rdvj6eeeoopaywy0HWlXFcoDsePP/7I4npQ2bFjx7Lr0fdYsChcqDxZoNSsWZN9V37+g/ONI8uI1Dt65j5hy630YoRXcm2W+cW8ZMz69AYSkqU14wWFJsTGC7szSoWMWWq8MDmCKToOnMiWLFMpUI472SbYGdEg456JHXMG+djSjqI9rFyAUC4kSMEmZPQgsj+HTCbJ79L+mpKy3C29pqQsQXJJX036noo2v+Hg2WK8Oy8HZ6+WHSfAXeQJ8pWz2CX216NrEVJyhAQKE1f7MndKytAiTKUQrm1/Dk1iqM0quvx9Cty5Z5SoF6PrPhOkkPSXF8oprJY5S7aLF6CksKMJvrO4CA+zDxMHz+rw3m+5bGHgisKbt7G3dnfEvvwJjAXSO7C2eNeuzv7mX00QfV4QL2w9e9esCrlWA8+oCORfvSE6R3fnLvTZuewcd+/DFsKClUi/69hv0jINLnfEqBwt8uxJyzIgNFhYTNEOHCm4akdp8OEzFbDg/VBm0SHlMhLkJ2PjY0a23f1R8l5KSWapK9qdtyUz22wtQ/9t+EuHiwliWWNKFGG2SjKp+nbah121U6CTdqL2tWmn/WeL8fbcHKb0LA/UHnck2io9y4hKQQqX5aTucWp3uv8JGl/iUwxWBUVERQUm9/dGbr4JJ2JLn22kRGDtZFfnlnYiJYU9lQJkovHRWibH0rYyoZ0O6yXaSZAv1YXfP8Uckhr7SPFhGXelyzmpF5tybOzb5jj21ZcY+yr4yqF08VyQrJuS/mA/5lnuA1fPhfxyPBeo7enaDnVDbV/BudIjrIJSMrYB9TXbcYFadtIgXxy/VCxa6P4b7im3ksWNngnu2G84/7/gbiP/AL/++iu6d++Op59+mr0nZQO5bjzzzDO4du0aoqOj2edksUCWF8SMGTNw5MgRtkj/4osvoFar8ccff7BAlqRcIOsDUjQolUqMHDmSWS6oVCrmAkKL+wEDBlhdS4YNG8YUDISPjw+0Wi07V8o9g2JPeHp6sty8FStWZMqLatWqMZm9vLxYecJStqzvy8vLw8qVK/HWW28xiwiClDL0++kYXdsiF72ys0sX63ScfidZZJBlBxEVFcWsM6hOJ0yYYD2X6osUPATVMyle4uLiHljsDArCVVDoOOAWFpng6eFaB5iYIq20kOLt5yqjaYwPjCYzvluQgrvZBviHO55Hu/e0I2APaeZpd8sZtLtj2amypUhvZkFI2bXVkLy25TO6frHeLJalWPp8+j6nsqgdJ3GWcpXUpXVaVkA1e9xBHosPqn09Fpc8g6XaSFuyWWFfprTehfaTOsfymau2F/oM/na9UDnyXf+75chvlpQbP6+Rdit4mH2YKCugmgX93Wz2Ki9KP8HSypAj/l3kIsKO+3pD5ecjeY7lPDrH3fuwBTJPp3HOHloUedjUt1Q52t1zkMWmnI+XnAVjmzbCH2t25zKrjFYNPDB5kODKeOmW+LdZfsuDvKekoAV4/zZqpGQYmVn/322n4vLcU8768H859hU6GRs8ypInS+J3FJuhDXJs4+dG+CKmuhomkxkLNglBPf0DhWOW3011ILpWyZpII1HnpW2LcretpZ36taZ2MuFyounvtxP9vvuuFxdjX2dPYexbLd4x1pbsczjtwxKyOBvzLfVLdVN6DpyMp05FhYeW6sbZfeqibuj+zip7jOreyoNZoHy3tHxjrDvdU/8GWR7ZPMvN+g3n/xdcefEPQIvovn37ij5r0aKF9ZhFedG0aVPROeRiQQoMC6R0mDp1KnuRxQW5fqxdu5YpNTw8PPDyyy+jefPmiI+PZ7EwyLIhMTERV65cgclUvoGJLBvI5YLcRurUqcPiaZDsQUFBkueX9X03btxgbiP0W2yxtzqRgq5HZe3rheqOrFQyMzOtn1mUIIS3t7AwoLL3i30gI1fxPew1z/8NyzZmYNXWO+jUyh8zmbuJDNeyhICfInlcXMOVPBQsyRkWq5KyYpnI7K7j6nRXstxvOXtZHOrmEcpTnms5u155ypT3uvZt9E/Xy5BOHujaXMuyjZyJ00vL8xD78MNEVkaQYjONfWWeY3bLPiyTHPvur75dj5lCQdqh9/VS4Js/snDiUpE15kUFPwUGd/HBpcVF5Wp34ZpSMvz9MhX9ZZjaX8sW5hRs0nLKo76nHK7xQPtN2W1ly8aDBdh6pBCtYjSY1N+H1cuFpFK5/ol2ImuMqf00oNtt4fay2kn2j459lDVi25FCnI7TQ+uh+q9+Z1n9nu7BMq/7iOqGrHYGd/HGjyuymbLT4RpuNva5kyzuNta4U7/5V/MvdNFwR7jy4gFBWUBoMW2J4WB54FMASqmHv2VxT5YTFuwzd5A7BFlcWOJK0GKcrDOIgIAA5j5Cr+eff57FfCDlBblWWCwVmjRpwiw5SEFisYQoC7Js2L59O1OMUFwKirExZ84cFqNj8ODBDueX9X1k4XG/SNWbs7qz1FN5ypeHDb/GiN4fPJENf1/H7/D0ULgOBvg3uXRNMD89ezkflYJUGNk3GKeumdCntdi3/FScHj5e0rs0rgZ7OqZVOZbzUJdq9WnnTmqni84hPpomzphy6ooOPhIZVzzKkMWZpQB9JrUjL0XvNlr0baN1G3ksWL6HMsmIr1VyXGp3tMRAR5DBLLkraWv9IiWn5bq9WmnQp5XYnenkZR1LUSZZrqw+oy5fOYr1MaGPF5rXVTPFxeq9gjtU37Za9Gvn8Y/14YeJIVvYTVX6eIk+t1hTGLLzrBYX9udYzrNcw936sCCLOIDz0fOF8PVWOJHF+dhH1hpSO4JkdVFQJMhCPtOkJDgbJ3bXOXu1mKVX9fYglyi7e8qu7S07+dIWB2XfU7ZUD5NjYi8tsyz7aV0RMnNKy3RvrkLP5uL2PHlFB1+JdirXPeWkD5d3st6/vScGdBC715D7BqWnlWyrIlfymKBxsusvJQ8FLSQuJ+hZTJC+bT1xYZkwgFn6mf3YZ2knSesv63hZPssZaqcJPTVCO623a6dmKvSwczuisY+sfMr7+yzQsfLWCxv7+nqhRV0NU1xYxj7x77T8LifPBQlZxM8SiT5cbHZpSWTbF3u2VKN3K8EqzMLxi0Xwk8hqRn3Gcp9KQf1Jcqwp6Wu0SJ08yBcnLhbhYrzOYcOD3vdpo0W/tlq3uKfcXZZHP8/yd5t+w+Fw5cUDYt68edi/fz+LQ0FY3B8CAwOZQuPUqVOYOHGi9XyKIUFUry74TxMXL15Et27drO+pDAXGJMi9hBQF5J5hsSywDdppsYwgdwpy26CYGBZ27dplXcyTttSVxpTcUuhaZG1BVhcUY+Pxxx9nMTqklBdlfV+VKlWYAoMCeFp+C0HBS/v06SOqE3uobqjsyZMnmRWIbd2R24olzsfDYPoH10TvWzf2RZN63mzwtNWJhFZUI+l2+d1CpKAsJJUqqHDwhDindvzNItSJ9sShc3m4YBdwrkF1JQvOKJ7OCD7crsz/yJQ+MtjxgUMpUC0Bx8jHlx5AlK2BYinYnkP55eesE8cSoQjYFOhJShZX/uIkZ2RFR1mCA+RIvO06T7iFQ2fJH1LvNvJYIN9Ucv2x98O3vJeSg1KqWuqZotE7ljFCpwfu5pocUtZSW1GbWdr+0HkdzlwR98tGNVQskJh9vVAwUFd52ak/UDR9e6hcwu3SfkkT52eH+6BamAIrdhZg98nS7z9wthiX7MzvH2YffpjkxQlxLDyrV0HOmVjr517VhUCdeZfjYcwvQGFyKjvHFnVwIFS+3uwcd+zDJMuRM2JT96Z1tGhQQ+Mw9lUKUuJWuvN4IhSUjWJa2EOxF+KThd9LMTHIuowsMPQlQYoJZUn3prSPFmiBSvdUBRZAs/S3CO8dY8XYfkbxMlJssjZRAEh716LG0QqM6qpB+j0z5mwsQk6+eAJOAT1P2cR2sN5TUu0UIBcFyJPsw1Lt5C9HQjn7MAWJPFsS5d/6G2qqWfA+qXv8tqt7PNOIyBDpe/zGLaERokKV7B47ESv+zpupBkRHqCTaSTzPcNlOJfExKCaEbSA/S5k0G7c1Spc6qoualZm7qdixnS4ZcOKiOAZFoxpqybGP2qnMeqkkdT/ZjX0aGZ4b5s2yvSzfmY/dJ4pdPhcc6qZkPJca9yz1FewnZ+4xUmXouXCPngt+js8Fks1y3b8u6HH8nPj53bi2BjHRasc+E6hg97Az6JlBmVjsIXeZ6yl6lm2leoSKvdo2EiuuB3T0Yq9PFuXivN3Y96juKYr54E6y2AbddYd51skLBW7Tbzgcbr/ygGjTpg1TMFAmj6SkJHz33XdMqUAxFyiYJVkzUOBJcqPYs2cPPvjgA5Z9w1Z5QfEtqDy5S/znP/9hFgxTpkxhx0iBQJYZlBmE3Doo7gMpBH7++WeWbYQCYBKhoaFM6UGKEIpfQddcvHgxO6bTCZMOimmRnp7O5LQnKyuLWU2QAiIlJQUHDhxAbGys09gRZX0fubNQ3AzKNkLXpHO++uor9ts6dOhglYdcT8gVxhZS0lA8D6pLCsRJLinkIkOxPihY6MNI1WrhWmKR6HXqYh6zsiAFhgXajYyp4SnKQHI/NIvxxstPRKJCQOkEkLTLDWp74UZyEbLzzbiZZhS9KEMDLVYp84LtRIVy0Ntmb7DncoIBlYLkLPiTBfqfApNR4DF2TslfenDb7ipRlGyKdG0vy+VEIYNGnap2skQo2c6cM2IT9IIsNj7V9D/JQsfKg1TdPEp5bKPwx6cY0TBa/JBuWEOFgmKz5CL7TraZTW4b29S7pR0oCFZWye7i5ZsGFkyQ2qT0HCWbFMclCW1HE/qbqUbRi7KMUL3UrWZXL5FKUQYSe+iYUA+l9UL/U3AtS/R+6q/PDPNmueTnrs8XKS4I8on/J/vww6Qg/iYKrichdEhP0echg3swxUZhYgp7f2fnIVTs0wlydWl7hgzpCZPBgDt7jrhlHyZZbqToRa/z14rhoZWz7CEWaAewdpSaHXMGZSehoJ30skD/h1dUWTOXWCwuKM6FLZSaldKqWuIkWO6p67dMqF9NPBFvUE0IMHwz3XECTwvpzGwTGlZXOijOKGCdJX1k7coKjO6mQUKqCd+vLnRYEBM5BY7tdClBaKe6Eu3kqr7pWIhUO1X4G2NfngmJtw2i18XrOmbZUs8mgwalQKxRWcWOOePiDT37btuAefQ/tRcdIyj47hMDfRDgUyozPYKpH1DKVNt2unHbZA2kWe52yjGhQXVxGWprcTvJMbqrGompJvywxlHBZGknGl9tX9Z2ssnKQO1UI1KFWJsMJPZQuRCqF7uxL8xu7HuWxr4wJeasy3OquLB9LtBC1BZ6TrDnQprz50LDGnbPkmgKpGtCVkndUPpUyrZEGU1sz6HnwtVk4bpUX6R0sX3R7jb1GVqIWqAUnjWrqNgxZ9Cx0GAFqwsLYZY+E69jypT3f81yeBH7Thay/ynFtbvcU1LjsDvJ8qjnWe7Ub/7NmGUyt3z92+CWFw8IyqBB7hOUPpRcSCjjxU8//cQW4OTaQQt2ek8KDLLGoLSe5O5hCwWaXLRoEQtuSXEwyKqBAmUSISEhzHWEYkuQYiMjIwMajYbFkiCrD4o9QVDZt99+mykMyJWCrB0+++wzFiSTlB3NmjVjGU0oSwjJQEoVWyirB7mnfPjhh+w7yMJh9OjRePLJJyV/d3m+j+JbkPvMO++8g9zcXHYO/TZLnApSRMydO5cpMGyzlBAUiJRcZChoKdUrubXQ95Hlxj/JxasFOHc5Dy9PicD8lWnIzTNgzICKyC8wYfPeTFFWEsoycT2p7KwFFrbsz0LvToF45/nKWLohg+1A9u0ciKhwLd76OgFQlERCs4EmQLRQndDHA2v3FyG/yMxcS2gCRLvctos6WuRadvLJVL9HSw2eHuKFdQcEGQe217LAdKeuCA8ymigeuajD0E5aqJXCzk/nphr24NwhMTG7lmxkqfgm9vEUZCk0M7NHkmX/GZ3ogUk7rDRhYbJc0aNnSxOeGeqNtfsFE9tBHTxEstwP7iIP5V1/ZqgnJvXxwJFLepanvWtTNdYfLGY7ymSpQBHraWJqsXDZerQY43p4MJnPX6f0hio0qanCb5tLdz12ndCx/OzTBnli9ykdi1Dfv60Gf53XWyf50vViwJVEPSb182ImzfQd/dpp2YKC0pzaTs6pXigvvcXkundrLZ4d7o01+4R6GdzRgy1YTl4W6qVTEw1bCNB1yDKkaph4EXLjlvEf7cMPEnL98K4bzZQWlC2EuPrRD2g47xPos+4hbcNuVBrQFWEj+uDUmBmlv++LuQgb2RfNN87FjW9+g1fNKNT64AUkzV2BoqTb/4o+TFxJ0OHS9WI8PTwAy7blIK/AxOJRkGnwzqOlu7g0+aSUmbSIJo6cL8SATt6YNSEQy7cL1hwje/jgZqoeRy8IssXe0OFUbBHG9vFl7iDJaQa0a+yBGpXV+PoPmqSKTad3ntThyQFaPNZDg2OXDYgKkaNTYxU2H9aze4oyIVE0f1JY5JcMwTtO6JlFBfWvizeMbFHdKFqJRduFE6hvjeisZkETd53UOWS6IcUbTd6dtdOVm3o83tcTa/YVIa/IjH5tSu4pF+1E902vliY8a9dOyRlG6z11P1AKR0phO2WgD1buzmfjyoD2nigoMmHvqdJnEi2i6HcnlSyWKaJ/nzYemDHKF6t2C206tIsXa48Tl4R7cf/pInRqosXzI32x4UABDEYzOjf1QHiwAl8vJavB0gX5zpN6TO2vwfgeahy/bECVSgp0bKTE5iNltFMXDetXlFGknrWdhO8neYd3UjOF1s5T+r/VTlQvNPZN7u+FVXsKkV9kYm5sZKa+75Td2KeUWeuFrEx6t/bAcyN8sKbEDWRwp5Kxr8QCpVNTYewjSxipse+2eE8G24/p8PQQD0zso8XRi8JzoUtTNTYc0gl1o7ZkljCz+97yLBnbw4PVDaX9rV9NyZ4LCzaXuqZQ321SyxNPDfTA3tM6tiPfr40Ghy+4fi7QOEP34ZQhvvhzRx5zgx3Y0Yt9154ThaIFJtUNWdoQxy4WoW97T8wY649Vu4QNnKFdvZGUZsDxi8UsFoetdYottEClYxpPtVvfU+4mi7s8Ex51v+FwZOb/JjAAh/M/St8nhBS1tnh7yvHEyFC0buTLdpwuxRdgzrLbSEkrfXB8/HJVFqti0qtxkted/0lNnL+Sj69/E3ZnLYRUUOHxYSGIqenFMibE3SjAorXpLAZG1bqRktfy0ABDO3qwXRyS5/otA1btLRKZ5U4f7sXM8N6ZV2oK7u8tw7DOHiwvPO3K0E72qn3iXSyaKA5op0Wz2irma0uTuTX7hVz2tsEGS2WRYWhnLRoyWWS4nmLAyj2FYllGerN0bm/PKXWP8feRYTjJEqWC0WhmO+40uZTaUSPG9/JEjUil6BrSdfNo5JFb7N1tdngp9gSlqqOJ9YGzOqZwIKIjFJg+zAuLtxfi6KXSSUTb+ip0aaJmO5yk2NhxXIfjdhOe6mEKDGyvQUSwgi1Q6Pimw8UseJ0FfbGjwsBTI8Owrh7MAkQukyE+2YA/dxeIzJVfGO3N/Njf+Lm0XgJ8ZBjR1ZOZrVKfobz3f+4qsNbLi2O82QTeGU99ehdKlfwf7cO2jOvpgRoRSus1er8iBEy2J7BDC7TetQiHu45H1v5jos/OTn4VyQvXWM+tPGUkqs2cBG1kKLPEiP/sV6T8sU50vYC2TVHn01nwbViHKT7oeNy738FsKJ2Abf74qFv14ey7YvNgS+aQcX380LSulrVTXKIOf2zOFqWCfGNyECoEKDDzi/TS+vSTY3xfP8REa2A0gllqUDmahFoghQcpQ9o29GRxCW5l6LFmdx5OxhahUrijayApH3q2ULPAmrRgPXRBj31nDdZYCE8P8sCyXcU4fqW0jlvVVaJTIxXrN7TLv/uUHifjhOPR4XJMGyi2/LBl23Edth8X7r+CfL3kPUXtRBZS1E6UTnTl7kKRS8pMaic/Od78VXxPDe/iIdxT1E50T7lop8d6e6JmpNJ6Db1OehJPbTWymxca1VSztqJ7fNmOfFHKz5fH+TF5Xv2hdGVN483oHl7MvcJoAjNbX75TyCRi66owrIsXalYWngtkmbN2XwFTjPoHejq0U4/mKqGd8s3464JB1E7TBmqxbHcxTlwxitqpY0MlayeyNNt1Wo9TcUZrOz01QKzMsoXaaPsJoX1ys4sk22l4V080rKliJsfXUoQxTDT2jfERxr6fskX1MrKbzdh3Q48VNmPfS2N9XI59078Vu2FZngu9W1EfluNevpmldd5zWpA9OlyB54Z54o/thTgWW9rGbWJUTMnB+jA9F07ocOKyuA+Qy97AdhqEB8vZ4paeC5uP6ETPhdx7hZJ9ZlQPb+YKQH3mWpIey7blidwJZ03wRwV/BWZ9W7pZQ5mCxvTyRr1qahioz8TrWDmyCnLG/HcqYt3efKzbly+pvHiU95Q7ySIV2+FRzrMK83Vu02/o/38rBfuWwR3x7Chkuvy3wJUXHE45lRePCmfKi0eFlPKCA0nlxaNESnnxKJFSXjwqnCkvHgXOlBePCinlxaNCSnnxKJFSXjwqnCkvHhX2yotHiZTy4lFhm23EHZBSXjwqnCkvOO4XmFJKefGo+FcrL/avgDvi2eGftWb/b3Gf2SSHw+FwOBwOh8PhcDgcjgRcecHhcDgcDofD4XA4HA7HreEBOzkcDofD4XA4HA6Hw3lY/Asze7gj3PKCw+FwOBwOh8PhcDgcjlvDlRccDofD4XA4HA6Hw+Fw3BruNsLhcDgcDofD4XA4HM7DQs5tBh4EvBY5HA6Hw+FwOBwOh8PhuDVcecHhcDgcDofD4XA4HA7HreFuIxwOh8PhcDgcDofD4TwkzDzbyAOBW15wOBwOh8PhcDgcDofDcWu48oLD4XA4HA6Hw+FwOByOW8PdRjgcDofD4XA4HA6Hw3lYyLjNwIOAKy84HAmK8grgLnzY5TTciVe3NYS7EFnFF+5EwvV7cBc8vdRwJ4bP7wh3YenHR+Eu9HmtJdyJtG1X4C7s3XMb7oRK7T5TptBIP7gT97IK4S78R/cq3IWXiz+EOxEc6gN34Y2m++FOpPrXgbtghnvFRigweTxqETgcK1wFxOFwOBwOh8PhcDgcDsetcZ9tBA6Hw+FwOBwOh8PhcP7HMHO3kQcCr0UOh8PhcDgcDofD4XA4bg1XXnA4HA6Hw+FwOBwOh8Nxa7jbCIfD4XA4HA6Hw+FwOA8LmXsFYv23wi0vOBwOh8PhcDgcDofD4bg1XHnB4XA4HA6Hw+FwOBwOx63hbiMcDofD4XA4HA6Hw+E8JHi2kQcDr0UOh8PhcDgcDofD4XA4bg1XXnA4HA6Hw+FwOBwOh8Nxa7jbCIdTTrQaOaaOiUT7lgHw0CpwLjYXPy68ieTbReW+xjszo1FYZMRnP91wODa8Xwj6da2IikFqpN0pxpqtaVi3PV3yOkfOXsLPy9bievItBPr5YljPThjbrztkTiIZJ6WmY9j0txw+rxYRhqVfvnPf17WgUQGDO3mgcU01NGoZriUZ8OfuAqRlmVyW8/GUYXgXD9StpoJCLsOFeD0rl5Nvtp7j6yXDgPYeqBOlhJeHHGlZRmw/WoSTl/WS16waAnSqL0ewH5BfBJy4asbRK6XXk6JuZRna1ZPB3wvIzgf+ijXjfIK4TM1woF09OYJ8gLwi4EKCGYdizTC5/omsboZ28UKTWkLdXL2px/Kd+WXXjZcMI7t6oV41FeRysLpZsTMf2TZ1E+Ajx7AunqhTVQWlAricYMDK3flIv+t47VqVFejXRoOQQDlyC8w4cE6HPaek69BCk5pK9GihRpCfHFk5Juw8ocPxWIPT3/nKWC9sPVqMY07OscW/dStUefYZeFavBn1WFm4vW4GUhYucni9TqVB52pOo2LcPlP7+KLxxA8kLfsedrdtF59VfMA9+jRs7lD8zeizyLsU6vT7JP7AD9WEVNCoZriUbsHJPoWRd2vfhoZ08UKeqkvXhi9f1WLW3UNSHbenYWI2uzbR4e04OykIbXgkdzmzEiaHPIGv/MZfnho3si+jXpsGzWiQKE1Jw7fNfkbJoregcv6YxqPPpLPbXkJOP5IWrEff+9zDrnfeDG5cOYv/6r3Hn1jV4+QahccexaNFtUpljApGWdAkLPxmOqe9vg19QhOhYZmo89q7+HDevHoNcrkRkjeboMvRV+AdHlnlduo9G9vBBs7paaNUyXEnU4Y8tOUi9Y3RZztdLjjG9fdGghobdU2fjirFkSw6y88Rt3LutFzo390SgrwKZ2UZsP5yPXccKpGVRAcO6eqNpHQ2TKy5Rh2U78pGWWZYsMozs7o2Y6momy/lrOizfke8gi4UAXznefzIAO44WYv1+aVmiw2To1kSBiv4y5BcCRy4bceii6/7boKocHRvIEegjw9084MB5I07Hi8u8PFwFPy/H9v7PUh0Kip1fW60CBrXXolGNknsqxYBVe4vKdU8N6ahF3Sgl5HRP3dBj9b4i5/dUIzW6NNXgnXm5ksdV1erCs/MgKCqGwZSXg6ITe1B0eIfkuZqGreE98HGnsuWt/Q36xDgETP/Y6TlFZw4hf/3vLn8j1cfw7l42/UaPZdvykFqeftPDB/WjS/rNVR2Wbc9z2W8+mBaIHUcKsW5fvsPxGuFy9GyuQqVAGfIKzDh8yYj951yP3w2rK9C1sRKBvjLczTVjzxkDTl0Vy920pgIdGigR5CvDvTwz/rpowF8XXf824si5WPy4YhOuJ99GkJ8PhnVvj3F9u7iY22RgyAsfOHxeLSIUyz97jf1vMpmwZvdfWLnjIFLS7yDA1wcdm9XH1KG94e3p4VSWU6dOYNHvv+HmzUT4+wegb78BGDxkmFNZdDodli1ZhL17diM7JxtVq1bDmLHj0aRpc+s5JMvaNauwdfNG3LmTgUohIey6/foPclkvp5ks80WyDBoyvExZ9u3ZZZVl9NjHHGRZt2YltmzeiEwmSyj6lEMW4uypo1i+6Fck37wBP/9A9Og7BP0Gj3YhTzFWLf0Nh/ZuR07OPVSJisawMZPRsGlLp9/x5Uev4UZ8HL6fvwr/M/BsIw8Errx4gHTp0gUpKSl49dVX8fjjjg+/t99+G8uXL8ezzz6L55577oF85549exAZGYno6GgcPXoUjz32GHbt2oWICPFE0cL48eMRHh6OTz75pMxrl+d6/59447nqqFPDG3OWJCG/wIjHhoXjy7dqY/LL55GXbyxzvJo2vjI6tAzEtn0ZDsenjo3EkN6VsGBFCi7H56FlY388PykKBiNN1hJF556Pu44XP/0e3do0w5MjB+Ds5Wv4/o/VMBpNmDCol+T3xyUksb8/vDUTGrXa+rlWo/6vrmthUn8vVA1TYs3eQhTqzOjXVouZo3zw/rwcFBRLTzjlMuC54d7QamRYsq0ACjkpQDwxfaQPPlqQw5QCtCCnczy1Mmw4WMQmaI1rqTFloDeUinzcyhNfMywIGNlejktJZuw7b0ZksAxdG8nYJO9wrLQctSKAQa1lOBZnxvXbZtQMl2FAKzmMJhMu3RTKVK0EDGsnZ+/3nDWjgp8MnRvI4KEBtp9yrRh5YqAPqoUrsWp3Aaub/u088NJYP7wz5x4KipzXzfSRvvBQy7B4az6rmyGdPTFjtC8+nJ8No0lYGMwc4wuYzewcg8GMfu088fJ4P7zz6z3R9aqEyDF1gAdOxxmw6XAxqoUpMKCdhi22SSEhRcNoJcb30mL/GT1iE4pRv7oS43p4wGAsZNexherhif4eTMlRHnzq10fd2d/izrbtSPzhJ/g2boSomdMhUyqQPH+BZJnan32MgPbtmYLj3tFj8K5bBzXefQeqgADcXrrcep5XjRrsnDvbd4rKF9xwVBjaMrEv9WEF1u4rYu3Up7UW00d648PfclHoog8/PdSLtdOyHYWsnUgB8uwwb3yyKNdBsdW0loopOmgyXxbaiBC02DQPKn/fMs8NGdwDjRZ+gRuzFyJj2wGEDOyGRvM/halYh9srNrNzPKpGoOXW33D3yBmcGj0D3rWro9YHM6EK9MeFZ0oVmLakXD+DlT8+hTpNe6N9/+lIvnYSe9d8DrPJiFY9p7qUKSMlDit/mAqTyXEhlJN1G4u/GIPASlUxYNJX0OsKcWD9N1g+exImvbkBKrXW5bWnDfdHdIQKy7bnoqjYjEGdvfHa40F4bXaG83tKDrz0WCA8NDL8tj6bjS0juvti1sRAvP3jHXZPEaN6+qBHKy+s3p2L+GQ9GtbUYEJ/PxhNZhw656jkmTrEF9XCVVi5M4/1mwEdvDBrvB/e+vmuy/t7xmg/phBftDkXCoWMKThfGOuH9+fctcpiy+P9feCpdX5/RQTLMK6rEhcSTNh12ogqFeXo2UzB+uT+89IL27pVZBjWQYHDl0y4mmJEncpyDG2vhMFkwPkbQhlPDZjiYstxAxLTxb+nSHroKJW5jyeiQhVYu78IRTozetM9NdwLH/5O9xSc31ODvaDVAMt2FrK6GdBOi2eHeuGTxXmS9xQpOpzdU8rwqvAZ/Sx0F0+gYO86KCtHw7PbUECuQNGhrQ7n666eR/Y8R8WEV//HINN4QHftPMzFRZLnaJt3hrpeMxSfPuS6YqjfDPVF9QgV/tyRx8aXgR09MWuCP978Mctlv5k51p89MxduymVtO6ybN14c54/3fs2S7DeTBvg67TeVK8owsZca564bsf2EEVEhcvRuqWTfs/estAIjpqoco7qocOiCEXFHjKgbpcDIzmoYTTqcjRfmQc1rKTCsoxp7z+gRl2xC5Ypy9GstKLBI0eGM81dvYObnv6J768Z4angfnL1yHbOXrmfP4okDukuWiUtMZn9/fONZaOmhKDG3WbhxF35esQnj+nVB83q1cDM1Hb/8uQnxSbfx/WtPSy64L1++hA/efQvt2nfEuPETceniBSyYPwdGoxHDR4ySlGX2t1/h2NHDeGziZISHR2DXzu1475038Z9PvkC9mPrsnHlzf8H6tavRu08/tGrTFqm3b2PxogVIS03F5ClPSV5XkOVNtGvfCWPHT0SsjSzDRox2IsuXOF4iS1h4BHbv3IH333kDH33ypVWW+XN/ZrL06tMPrdu0w+3bt/BHGbIQVy9fwGfvz0Lr9l0xYtwUXLl0Dkt++xEmoxEDh4+XLPPrd5/g5LFDGD3hKYSGR2Lfri349L2X8dZ/vkOdmEYO5x/Ysw3HD+9HhYohTuXg/P+FKy8eMCqVCtu2bXNQXhgMBmzfvr1cu1XlhRQlTz31FBYuXMiUF5yHR90a3mjTLACvfXIFx85ks8/OX87FH7MbYkD3iliy9rbTstUqe+DZiVVQq7oXioodlRyVgtUY1jcEs39LxIYdgqXFmYu5CA5So1kDP4fz5/y5AbWqRuK9Zyex960bxcBgNGLB2i0Y2acLtDbKCQtXE5JQMSgAzWJqO5Xzfq5L0IKvYQ01Zv+Zi4vXhYkJWV58+JQfOjbRYMthacuUJrVVqByixHtzs3E7U5h1Jafn4q3JvmhWW41jl3SIqa5CZCUlPv49B4mpQt3FJhgQ6CtHj5ZaLNglvmaHGDlS7wHrjwiTv+upZrZoaVtXhuNxZhgkdEydG8gRm2TGztOlZTw0JnSsL7MqLxpUkyG7AFh3xEy6AtxIM8NLC7SsJWPlTE7WoqS0aFRTjW+X5eDCdWHhczVJj4+fDkCnJlps/qtQslyzOmpUCVHi7V/v4XbJbnJSuhHvTvFjx45e1KFpbQ1CgxRMUXGr5JyUjFx88kwAO+dEXKlQvVtpkJxhwuLtQltcTjSyiW/3ZmrsO62DXqJe+rbR4MxVA9bsF1YZl28amRKpb2uNSHkRU1WBIZ200KrKP7ZVfvop5F++jLg3BGuge3/9BblKiYjJk3Drj6UwFYtXNl61ayGoSxckzP4ByXPnsc+yjx6DqbAIUdOfQ/rGTTDm5kEbGQmltzeyDhxC7vnz5ZanaqgCDaJV+GFVHi7dEH5bfLIB70/xRYdGamw7Kr3SalxLhcqVlPjgtxykWvpwhhFvTPRhi6rjsUKbe3vK0L+tFu0aapBXWIapjkyGiPGDUOfTV4ByVmmtD17A7ZVbEfuSsKC6s+MgVAF+qPXudKvyovrLU2DIzceJIU8zS4uMrfthLCxCzLdv4donP6MoyXEMO7hxNipF1kG/xz9n76vV68CUEYe3/oymnR+TVDIYDTqc3LsYBzd8B4VKIynvwU2zodF6Y9T036BSCzuffhUisPqnaUhNvIDIGs2c/tboSBWa1Nbii4VZOHdVaJcrCTp8+UIwurb0woZ9dhrNElrU0yIqTIVXv8vArQyhjRNvG/CfZyugRYwWh88VoYK/Ar3aeGHhxhzsPi5YN8Te0CHIT4H60RoH5UV1dn9r8PWSbFyIF1bycTf1+PS5IHRu5oFNB6UtJJrV1aBKqApv/pRlvb9vphrw/lMB7NjRC+L+1rmplt3rrujaSIHbWWasPCBcj5QRNPZ1qK/AX5dMkmNf9yZKXEwwYctx4eC1W0amrOjaWGFVXoQGCp0w9qYJWdKGDU7vqfrVVfhxdT4uJZTcUyn5eG+yDzo01GDbMSf3VE0a8xX4cEEuUkus05LTjXh9gjea1FThRInFnbeHDP3aatCugQb5Lu4pj04DYEhNQt7a+ey9Pv4iZHIFPNr1RtHRXYBB3KbmgjwYCsR9SNuiCxQVQpHz26fsOGFIEStDFaGVmeKiYPcaGJKuuayb6hFKNK6lwdd/3GMWN8TVmzp8Oj0IXZp7YOMB6X7TvF5Jv/kh0zrmJ1G/eTqQHTty3q7fNPNAaAXn/aZ7UxVuZZqxfI9QB6RooOdC58ZKHLxgkOwzvZqrcP66ERsPl5ahPtOjmdKqvKDypBDZcqyk3W+ZmMK/TYzSpfLi15VbUCsqAu8//Rh736ZhXWEOsm47RvXqKDkHiUtMQcVAfzSvV1PymmRdsHD9Tgzu2gbPjhrAPmtZvxb8vL3wxuwFiL2RhLrVKjuUW7J4IapVi8aLL7/K3jdt1hxGowF/Ll+KAQMHQ6MRj21paanYu2cXnpr2LLOKIBo0bITY2IvYvGk9UxhkZ2dj4/q16NGzN55+drq1bIUKwfjog3fQo1cfREY6yrJ08e9MlhessrRg9UKy9B84RFIWsrh4ctpz6NNvYIksjREbe8EqS45IlhnsHLJXDK5QER998DZ69uqDCAlZiD//mIeoajXx7Itvs/eNmrZia5y1Kxai94ARUNvJk552Gwf3bsfjT73ALDSIeg2aIu7SeezYvMZBeZGVmYEFv3yNwAoVJb+fw+ExLx4wrVu3xpkzZ5Camir6/MiRI/D09ERoaOgD+y4zraI4/wjNGvoxd48TZwXFBZGda8DZS7nMSsIVrzxdjZm+PvfWJdzLcXxwt2seAJ3OhK17xBYZH34bj/e+Fk+CdHo9Tl2KQ8fmYrP4Li2boqCwiFlLONudqFnFufXM/V6XqFdVxXbVLIs+Iq/QjKtJBsRUU7ksRyayFsUFQf/TIjCmmqBXpV3V/aeLrYoLC2SSHewvHr5o0lWlInAlWXxfXE4ysx2fyAqOMvh5gZm1XhE2b6yQMoPMqAO8hfdKuQx6AzNysEI7h0qFjFlAOP2N1YS6IbNna90UmNkChyb2rsrdprqxMYOn/8ksvn51YQJ3Jk6HT37Ptk5iCcFSB1ApS1e9CgWZBitwPl7c985eM7AdvGrhjpNb+u2VAuQ4Z1/mqoHVe7C/cH0PNTC5nwfik434aa30hFvK/cOvWVNk7t4j+vzOjp1M8UBWGPZ4Vq3K/mbt2y/6PPv4cSg8PeHXTFjsetUSJrD5V67g70BuN8U6M1OMifpwsoG1hTPqRgl92KK4IOj/tEwT698WerbUok6UCr+uy8cFuzq1x7dBLcT88B6SF6/FmYmzypTdo0o4vGtVReo6sRn87dXb4FUjCp7RVdj74O7tkL5ln8hFJHXVVsgUCgT3aOdwXYNeh6SrR1GzkXjHs1bjntAV5SM5/qSkPPEX9uPQpu/RqteT6DToJcnnVtzp7WjQZqhVcUGEVqmPZz456FJxQZASoajYhPPXShdquQUmXE7QoWENjctypLSwKC4I9v6OAQ1rCkqYpnW00BvM2H9K3Jd/WHEPs5eJrZmIetXVwv19XSe+vxN1zKzfGeQqcvuOweH+plcDu3IV/OUY1tULv29yrjmgsa9qiIwpGGwhxQS51VSp6KgF8/cGgv1KFbQWyHKjgq+MuccRIYEy9hv/juKCIDc/dk8lOt5TdasqXZZLzTJaFRcE/S/cU6XlerbUoE4VFeasz8f5EqW5AwolVFVqQnf5tOjj4tiTkGs8oKpc9qaPzMsHHp0HovjEPgeFhS1evcfAmHEbRUfEFl9SxFTXoEhnsiq8CHLlu5Kgd9lv6pX0G9sxn/6/nWFk/dsWGqeHd/PCgg25TvtMtTA5Lt4QP1vP3zCyPlM1xHF5EOAtY9elfiUqc92ICn5y9iwlFmzVYfMRsVKIrELI2snVHORk7FV0at5A9HmXFo2QX1jMrDCkIOVFzSrhTq+bX1iEPu2bo1cb8bgSFVaJ/U1Ou+NQRq/X4fy5c8wywpY27TqgsLCAWWHYExgYiK+++R6dunSzfiaXy6GQK6DTCXVxKyWZKVNatGwlKtugYUP2+amTJ8otS9t27V3K8uU3P6BTl64Osuh1Qp9LKZGlecvWorL1S2Q5efK4w3Ut8lw6fxotWncQfd6qbWcmz+VLZx3KBAQG4aOv56J9554ieeSKUnnsrTQaNG6BmIZN8T8HZRtxx9e/jH+fxG5OgwYNEBYWhq1bxeaImzdvRu/evUWWF6dPn2ZuGU2bNkXLli3x2muv4e7duyI3lHnz5jEXk8aNG7NzPvzwQ6bhTE5ORteuwsBE15g9e7a13L59+9CvXz/ExMSgb9++2Lt3r6SsgwYNYt9py4EDB1C/fn3cu+c4UaPvmDhxIn799Vd06NCBnTdu3DjEx8dbz8nPz8cHH3yAdu3aMZnp+IULF/7Wb6brT506FQ0bNmTvd+7cyV49e/ZEo0aNMHnyZGRmZlrL0PdPmTKFfR9974svvoiMDEfXjP+GyuFa3E4rdthhv5VWhMhQ1ybOn/xwHTPejcX1m9K77NFVvJCSWoQGdXzw88f1sG1xM2bR0bdrsMO5KWl3oDcYUDlUrJGOCBHOvXkrzanbSEFRMZ5461O0H/cMek99GT8sWQ1DydbK/V6XCAlS4M49o2hhT2TcNaJSoNxlOYpfYY9QTpjlXE40YMl28UKCdhPJIsN24m+ZjJMyIStXLMjdkrmbZWJlS4USi3znZYS/J6+ZEOgtWFqQjzu5p7SoJcO1W2aXptOhTuomnX6ji51UVjcSvs/kK24pR6bG8SkG60Q0PFiBSf292ULuxKXShV0FXzmUSpmDn3nGPeF9RTslEGFptwz7MtklZQKE4zoD8PGifPyxowj5heVTpmojIiBXq1GYeFP0eeFNwbXJIyrKoYy+ZDzShoU6XEv4K0xevWrVgiE/H1VfnImWe3ehzbHDqPv9d/CoIizgnUFxQO5kmyT6sIkpcZyWC5JL+u9T3Va06fsHzxbj3Xk5OHvVdYwRovDmbeyt3R2xL38CY0HZ8XTI/YPIv5og+rwgXnA3865ZFXKtBp5REci/Kl586e7chT47l51jz707STAa9AioKG6PgGChLrPSpBdyoVH18dSHu9Gm9zQ2ObUnOzMZxYW58A0Kw/al7+HbF1vgi+fqY9VP05BzV6z0lyIsWMnuH/u2orEktILSZbnUTMdFbnomlRPkrBJK5xhRK0qN96dVwPx3Q5hFR6dm0n7xVI7GK4f7O8vI7mFnUDmpsc++HI1Ykwf44PilYhbzxhmBPsLYdydbLEhmybhGu972kOKCsC9jUVJYypDlRaEOGN1JiTfHqPDWWBVGdlTA23moAOsYInlP3TO5fi4Eyh3GHWs5m3vx4Fkd3vstlylhnaEIqACZUgVTpvj5ZcoS5geKoLJN0j07DmBa64I94vgxtqjrNYcqohryty0Xa7idIPQbx7qhfh3iqg9XEPqnVL+xtbCglps0yLek30g/oOh5SH3GMqZbyCzpDxVKFNS2VAyQiZ4d1jI5QhmLUjv9nhl3S9x4yKWQ3Eia1FDgyCXnbZWSngm9wYjKIeI5SGQlYQ6SeCvd6cYMzW0mvfMV2k54AT2nvcFcTSxzGx8vT7w0YRga1qomKrfvxDn2t1qEYx8gVw6DQc9crG0JCw0TZE0RnlW2qFRq1KhZC15eXmzxn5GRjjm//IjU1Nvo3acvO8fXV7CkTU8X/5bbtwWrNzrXmSzk+mFLaGh4OWTxdpCFXERsZclIT5OUJU1CFiZ76i0mD7l+2FIpTJDnVvJNSXmq16gDzxJ57mSk4fdfv0Faagq69RbH19i9bT1uxF9hVhocjjO48uIhQEoKW+UFBc6hxTcpEiycO3eOxZ+oUaMGVqxYgW+//RZnz55lC3PyY7NAnzdv3hzr16/HrFmzsHjxYmzcuJFZcPz5559WpcKkSYKpP0FuJG+99RY2bNiAqKgozJgxgykV7BkyZAhzcSkqKp0gr127likM/P2lrQlOnDiBkydPMgXDkiVLmBLhvffesx6n79q/fz8+/vhjdi2Kx0GykblceX/zjz/+iD59+jD5a9euzX73zz//jM8//5z9PX/+PObMmcPOTUtLw5gxY1ClShWsXLmSHc/Ly8PIkSNRUFC+neDy4OWhQH6h46ShoNAIT0/X5rw3kqSVFhb8fJWoEKjGa89Wx+bdGXjl4ys4cS4bL0yp6qDAyCsQruXlIZ45enoICpT8QsfvupeTh4yse0hIScWQbh3w7evTMahbeyzdtAvv/7jgvq9rgXzIpRbwtFtHO/uuy5n/djmKGUDKjS1HxAs7UioQxXZz/OKS+ZKUhQRZZEiVoUW57fGENODwZTO6NZbjpaEKPN5dAVpXrj3s2gWAfqNUvATakaRjTstp5U7rhuIr2PPcCB+8O8UftauosHJXgSioJ/mOW8qKZbAcd7ye5TPHMsJ72pmz7KbRRPXvQNYVhCFPbJptLLlfFV5eDmWyj59AYVISqr0yC34tWrBzfBs3RtSM6TCbTFCU9Fvv2rWg9PKCIScHsTNfwtX3PoBH5cosiKc6WML0xrYvFv/9vkj14LQP27QTBWctK7CrBf3dbBSlOFcW2qP0K6nPHHF9kosIO+7rDZWfj+Q5lvPoHHtIwUCQe4ctaq3QPrpCafcMH/9K8PBybo1WkCcoq/et+QJ52WkYMPkr9B73IQvuuezrx6Ardj1ue2idtFWxqcx7SupepDgVHhphKuTjJWcBDqcN88e+kwX4/PcsXLimw6SB/pIKDCrnrN+4lMXJuGDf37q39GCuLBTI0xUU8FFyHCt5r5UY+yz9s1hvd4+XvLeMfaS88PUEbmWasGingbmYUGyEJ3qpoHLheOxsfC+2uzcc5KK6kbqn9OK6Sbtb9j1FMSoIilFhi+W9TON640Hm6cMCeBYd3wNzsYtnYOse0N+8BkNinGuBRH3YUXjqS677cPnGqe6tPBDsr2ABQJ2hVTt5Xlr7jMRzwUk/c1aGYl28O8GDxb9IzTK7DARaOgcRt4knaT9KLCik5jbpWdlIuJWGoV3b4btXp2FwlzZYumUP3v15sdPvunAtAb+v34n2TWIQHSkoJGzJLxDuN09P8bPIw9OT/S1rbrnqz+WYNGEs1q9bg+49eqFhoybs8/CICNStF8NcUg7/dZDNy+Pjr+G7b75kLufFNnNxR1k871OWZZg8YQw2rFuNbi5lyUN8/FXM/uYLJovtusCWgnyhT3nY142HIE9hoeuxav3KxXj28SHYsv5PdO7eD/UblVrEZKSnYtHc2Zg07UX4+rm2aOb8/4bHvHhIyguymKCFdaVKlXDo0CFmxlW3bl3rOfPnz0etWrWYkoGoXr06vvrqKwwcOBAHDx5Ex44d2edkSUCWCgQpAhYtWoRTp04xqwm6JuHn58e0vRZef/11ZtVAPPPMM0xxQtYJZBViS//+/fHZZ5+x42SpQYt++v+7775z+tvI6oPK0HcSo0aNYkoF4vr160xxQb+d5Cbeffdd+Pr6MuuK8v7mTp06sd9HjBgxggUMnTlzplX+Nm3a4OrVq+z/pUuXIiQkBG+++aZVxm+++QatWrViCiRS0NwPtLsvfu98QmEu56LEGbQr7u+rwjtfXsXB43etMS8o68hjQ8OBm4nldhWSSZh/abVqfPfGdESGVERYRWEB16RuTaiVSvy8fB0eH9Lnb13XvipchXFxddn7KTekkwe6NteybCNn4vSIrFK6oCgrPIDUNcsKQWMp07uZDA2rynDwoonFu/D3kqF9jAyjOsrxx55Sf/IHVTeutMpS3W3jwUJsPVKIlvU0eLy/N+u/p66Z/9ZvFH1/GWWcxfgoF2VdXOKGMhsMuDjtWdR47x3Un/Mz+6w4PQPXP/0MtT//FKaSiVbi7O+R/NvvyDl1Sih4+jRyzpxF07WrEDZ2DBK++Y5VyKPsww8amf1gZS8HrfDKPMdRWHMZA1tZ3+sMk0HQmnn6VMDgqd9br+MfXAWLPx+JS8c2oFH7kcJ3yBzr2FXcKFf90lW3s5SjnWhfLwW+W3oXJy4Vlca88JdjUGcfHD6fVe5r/rf9hiwwBnX2wo9/5jgNGGu9nsujgPm/KLP2LyNTEqRkCp9Q0E5SWE7to0Lj6nIcu2Ji13K4p1xd+79sp3JTxuBX1nNP26Qdu3dYbAwnKCOqQRlWBTnLfpAWAX+vDz+IfjO4izd+XJHtst+UFX9N8nn5N/vZ3TwTft5QzNwQezZT4emBGny3qlgyxpKprDmIRMeguQ0F3IwMCUZYcBD7rGmdGlCrlPhpxSZMHtwTVcPFlhXkfjLz818QVjEQbz85Vvp3mP7+PMsWcgupU7ceLl26gGVLFqO4uNgaO+PV19/GD7O/wX8+FDb9vLy98fikKVjyx0KH2BXlkUVeRju2aNkaderGMFmWL1kEXbHOGjvjldffwY+zv8bHH75rlWXipClY6kSW8rSTvIy6adqiHWrVbcDcS1YvXcCykFDsDLoXf/7mP2jUrDVatu2M/1XMPNvIA4ErLx4C5K5BigayaiDFA7mM2FpdEHFxcWjbVuzDRlYGPj4+uHLlinUhTwt8W+i43kVaO6JqiX84QYoDQkqLGhAQwFxPyEKClBdbtmxh17coHqSoUKGCVXFhLw/9JoJcOyzQAGhxTSnvbyYrCgseJTuqlSuXBg7SarVWt5FLly4xRQa5jNhCDwtbd5a/y44lLUTv9x3JQoCf4/aVJ1lkFJSd/ssVhYU0OTTj6Bmxq87xs9lo0cgf2bdUMJcEFbOk9Sqwa0/LroRU2i8KctWyQanizELbJvWZ8uJqYjKiK4eX67rakCj8OCtAdM7JyzqWvs3xe6V3F62/u1h6B06qHPnKTujjheZ11UxxsXqv4y6YZfdHYzeqObPIYJ+V7PCpnZYxw8cDaFxdhkOXhAwmxE2YWaCzJ/so0KiajKVjJWVGh1HCBMrCidhilp6xPL+x3HVT5LiopLSeBKVKreCnQJ82Hjh1TdiRKSrxILG/nmXnTXI3uuQzYUfXxoqj5BpSu3/lxVhicUEWErZY3htypXcLi5KScH7SE1AFBkDp54/CmzehCQlhi199tpB2ND9OUGraUpySgoLrN+BVU4iHUfnJqZg9Tbyrc+qKDj6e8nLvkFtlcrKL7Mwi42FgyBYsJJQ+dvVZYk1hyM6zWlzYn2M5z3INWzQegrWGrli8k1ZclCdpkVFe1CXlKPinrQIkvFoj9p1kgWFhUCdvDO5SEnyhhGMXCuHnrZS0giiU2M22UFBkkrRaYm1cck9RW9NYfDZOPA6ev1qMBjW0mPOm2BKO3LN8vSXub43MacYIy/dI9RtLf6P57aQBPuz6l67rRAt6Oma/jrOMbfbWZZZxTNIyTmRhUSqrxeLC0n+TMhx/x810M7OOoHgYROdGCnRpJA4ufSpOz9I9S1pWlDX2Sez6U9v93XHHYi0hU4sXYhaLC3ORa6tIdZ2m0MdfsgbplDynblOYCvOhv+YYe4AY0NELAzuJ77vjF4vg56WQbH+X/abIyXjD+rDQbyYP8sWJi0W4GO+631ja19JHLFiSdDizKJMso5Iuk1sgxKO5cRvIyjHjqQEa1K+mcEirWq65jZ1FhnVuU98xCHnbRvWY8uJqYopIebH98Cm8//MfqBwajO9emQZ/ifGQ8Cx5FlEMB1sKSqwgbDcLpagSJczBY+o3YFbFZN0wfsIkVKxYkc2733z7PbZZmJWVyayo5XIFfvz+W3j7iMc62+8qtLN+tcji+TdkoWwgSxb/jvETHkdwxUpMljfeft9Blp++/xY+PtJZrizWKIV2Fh+W9x5erp8LkVGC+w4F6SR5KPjnqPFTceLoQdxMiMfnPyxkgVEZJYoSek8KI4qTweEQXHnxkF1HyH2BLAcsLh5lafzpczLZsqCWiK5c1m6B1A3urMzQoUNZxhJSBpBrCllBKCT8lF3JY0GpdN2dyvubpa7jbJeA/OfIyuKddxxT/ZFS5H6Z9vpF0fu2zfxZ5g8Sw/ZnhIdokXjL9QSoLFJSi5llBwVZ1NuY8NIuoHXn1PJ9lYKhkMuRlCr2mUwueR9lt8tA3LydhhMXrqB7m2bM/9NCcUmgpABf73Jft/jOLXy1TbD4sdCohgp1q6rYroxtC1cMULjMWU8+35RJxB4ql3DbIFpkPzvch6X3XLGzALtPSkepv5tH/cGMAB+xJBSrgrhT4pdrS2bJmi3AB0i7Jw5MJpQBM5mm/pd8R7wwomOUBtYSN+P0NTP2HxMroCitKwV8lKob+5gdtlDAusqVHO9DiqOQcEuoG0pBSCblJ2LFK5PEVAOqR5RO9MjvnNI82vu9UyBAi0uDPZY4DsF+cqRkmMpVprwUJiUzSwrKDGKLtrLwvlAipalco0FQt67IOXMGxSm3oM8SLJS86wgT1/zYWBaZtGKf3iyWRu65c+LyWg30JbF1UletwlLvMaLjlGmEAmratxMFp7MNHGgP1UNkRcd2Cg6QI/H2f6fULC95cUJ9eVavgpwzsdbPvaoLSuC8y/Ew5hegMDmVnWOLOjgQKl9vdo49AcGVWVaGu+niVM13MwSf5qBQsWK9vPhXiGQrKcpKYo/JZITSJoPJnhMFOHNFfL83qaNhwQntx2KKBWMbjNMeCoBLMS3sIRe068nC6j8t0wC5XMvSc1LgTguUUpj49Pd7IjeLJnR/V3d2fzuXhcZFyrRkD5W7cUvIpkRpNOnVtqF40UapWOn1xUod7uWVxuyhezzIfuwrifOTYRfXwjbWBcXLuG1jUBJkU4YWpfWqyJF8R7C2sCAribOTX7LOPH7FiBMXxc/BBtWVqFNFKXlPuRo/yB0kMtjxnqKxxz5wc1kYszJYWl95oDiOgqLkvfGO8yxhch9/KEMrI/eo6wCc6hoNoLt8BjBJy7bvZCHOxon7cOPaGsREqx37TeD99RvWh1P04n7TyMNBiUKvT5YUsXgUFKeC9RlfGtNNDu0v5Q5o6Ud0DinvLVCwTlbmrpltBNStokBShskaC4NIKXl++npKz+UiKlZgc5DkVHEATct7ewsK4ubtdJy4dBXdWzW2m9sI97O/jTvcoo27WCyMpnWi8fkLT0hu9FgIDQ1j8+jbt26JPre8l8oIkp6WhjNnTqFT566ieXL16jXY36ysO0x5sX/fHkRWroKqVavBu8SF8mrcFTaXtZxrS4hVlpQHJktmViZTXriSpVp16WC2lULDmYIj7bY4ynnqLeF9eIRjfClyBzl/5jjadeoBtY0iMap6Lfb3btYdHD20F7k59/DUeCFTiy1jB3bE0NGTMHzsZEmZOP//4Gqsh6i8IPeOVatWMSsMewsKcp+g2BG2XL58mWlA7c91xoNIu0pWFsHBwSwGBcWzuF83C8IiN8WksHUzoRgapMh5EL/ZHoqfQRYWpDEmiw16kWXIf/7zH6slyP0Qdz1f9DpxLgdengo0b1i6u+Tno2RBNk+eK81Acj9YLC46txHv2lNq1vjEAtGkSKNWoVGdGth77LRIGbTn6Cn2MK4X7Rh4L/NuNj6d+wd2HRHX/Y6/TjD/0trVqpT7umaDDjdTjaIXZRmhHaO6JRlCLGnsoiOVogwk9tAxCngYGlQ6DNH/FHjsUkl2DlozPDPMmy3U567Pd6q4sMRfuJkB1IoQ3xe1IoVd8FulMV5FCg+ayNWJFJepHSkEIcvOL1WKRAaLz6FJv6dGhnslG9N5RaQ4MIpeF6/r2Y6wbcYKSptZo7LK+hsl6+a6DiEVFKIgbPQ/BWyja1oyFkwe4I0An9L6oyGhdpSKpRa0QC4t8SmUxUC8XdYwWsmUL4lpRsmFDSk9GtZQOpQhxYZ9gNO/g1mnQ/ap0wjq2kX0eYVuXWHIyUXuBbHikDDp9aj+6isIGWozPikUCBs9igX6zL96jbZnUPmpqYh6oTQFHeFVuzY8IiNZ3AxCl3EHN9OMotflRGonGepUtevDEUpcTnDeTrEJelQKkrN+bEHo0wp27J+gIP4mCq4nIXRIaSR3JsfgHkyxUZgoTHrv7DyEin06QW6zPR8ypCdMBgPu7DnicF2lSoPI6GaIO7NDNCbEnd7GLCRCo8RuiOWFYmZERjdH3JntLKOJhYTLh6EvLmDfaeFergk3bulFL4pBQfErbLMrkNVMrSpqXLDJQGIPHaP7hwJ3WqD/wyuqcCFeKGdZZLaqL1YYNK6txc1UPcsSROlVLS/r/V2SAchyf9esorbep1JQdpJQqfs7mO5vHfvd78+96/Ai9p0qZP/TrrbtPZ6YZkbdKuIpHSkeyEIiWcJ6ggJz0n0cE2VfRgj8SYoRGlP7tVKgY33xObUry6BWynDjtrAgzS2Ewz1FWUbYPRVld0+FK0UZSOwh6zF2T9kE9aT/6Z6iAM5/C6MBhsSrUNcRW2aq6zSBqagAhhRxkFtblOHCM8+Q5NyCU6b1hCKoksvUqPfyTEwZb/siqwjqN6TAsODD+o2KHXMGHQsNpudAab8Js/Sb+JJ+82uWw8uiRKH/cwrM1j5D7Ueprm2pX1XBrF+S0h0VTPRMzMwxMesJW2KqylkQT3qWkpfD0I4qdGwofnbUiBDa87YTxRXNQRrXro49x8+Kxpvdx88IcxA7xStx514OPp63HDuPnhF9vuPIKTa3qVNVUIiv3nUI3y1Zh24tG7O4GK4UFwQt+GNiGuCvvw6KZPnr0AFmCUHBMO1JT0/D7G+/YvEjbDl9+iSUShUiSgJcLl+2BCtXLBWds27tanbd+g0aSspSL6YBu66ULDVr1paU5ftvv5SQ5YRIlhXL/nCQZf3aVU5lEeTRoE5MQxz7a59InqN/7WUBOaNrOlr53klPZRlEjh8WZws7f/oYkyc0ojKmPPsyy0hi+2rSvK01U0nXXo5KjX8ljzqriOx/I9sIt7x4SNSpU4ctpL/88ks8+eSTDscff/xxFmiSMnPQ3zt37rD/KS4GpVstD5YAPrRIt42n8XcgjS7Fl6BAl5Q95H6VCBZ3lR49erAAnhTrguJ9UGBPcuFo0aIFUzD8t7/ZHrrO8uXL8dJLL+Hpp59mn3366afMDaVmiZn4g+D85VycuZjDgmrO+SMJ2XkGTBgWjrx8I9bvKLVWqBKuhUolx7WE8gcLpXSrf524i2njK0OrkSMhqRDdO1RAvZreePuLq3iph/j8SUP64NkPv8HrX/+K/p3b4lxcPBZv2IFnRg+GVqNmga9uJN9mmUICfH3QsHY0msfUxreLVrIdiarhoTh0+jxWbN2D6eOHWXcsyrquM8hl4UqiHpP6eTF3Dso60a+dlk2AKM2prWKCrEmSShbW5G7Su7UWzw73xpp9wq7d4I4eSE434ORlYeLfqYkGNSJV7Dp3c02oGiaeNNlPZSkmxdjOcgxpI8fZGyZEVJChdW0Zdp81s8ka7QpV8KMJJVlNWMqY0b+lYHIel2JGzXAZ6laWY/UhYZJF5x2LM6NVbUF5cSPVDD+KeVGPFBdmnI53vpCndLG0MH5ioDdW7i5gddO/vQczU997qki0cCHXmKQSRcLxWB16tzVh+kgfrN4j9KUhnT1Z3VgsLfadLkLHxloWrHPDwUIYjWZ0aqJlWUe+WUZuFKUPpO3HdHh6iAcm9tHi6EU9qoYq0KWpGhsO6VgKWGpeIeOG2Zo1ZNvRYozt4cHMmCkVYf1qSjSpqcKCzf+dpRGRNGcuYn75icWrSFu7Dj6NGiJ8wmNI+HY2i19BATk9q1VDYXISDHfvkfYIt1f8ibCxo6FLS0dBQgLCRo2Ab6OGuDTzResW/M2ffkHNjz5AzQ/fR/rGTdCEhqLy09OQfyUOaes3OJXnWrKRLUwn9vHE2v1C5pQ+bbRMubP/jE6kmKA+bFEOnbqiR8+WJjwz1Btr9wv1MqiDB1IyjOzYw4BcP7zrRjOlBWULIa5+9AMazvsE+qx7SNuwG5UGdEXYiD44NWaGtVz8F3MRNrIvmm+cixvf/AavmlGo9cELSJq7AkVJ0jvQlDFk2XePY93c6ajfeihSrp/G0R3z0GnQiyzNaXFhHu7cvsasNDx9xBZZrug46AUs/Xo8Vv4wBc27TUJBbib2rvkCoVENEd1ArNSy50qiDpeuF+OpYf5Yvj0HeQUm5lpC/XTXsdJxlxZ0FFCSlAzE0fOF6N/BGy89FoAV2wWTqxE9fJhS4ugF4V6kdKunLhdhbG9faFRyJKfr0a6RB1M2frOkNCuWBeozVGbqYB/8uTMfeYUmDOzoxVxU9p4sFN3fZFl3M1WQ5fjFYvRt64mZo/2wcreg/RzWxQtJaQZ2jBaAFrntoQUqHQsVGy5h71kjJvZUYlQnJU5eNbJgie1i5Nh+0shiDJAVBWWDIPN9y9i356wRQ9uREpNSSptQO1LOFq/L9grfTWPmgfNGdG2sZMrZuGTK+CFDl0YKXLppwvVU52MfKUzjkgyY0MdDuKeKzOjTWrinDpwtfS7QuENjX3KJhRe5m/RoqcHTQ7yw7oDQLgPba+/7nio4sAm+42fCe9iTKD5ziMWo0LbpgYJdawCDDjK1ForgUBjvZojcQxQVw5m7pumu88xlikoRZVpwSEH9hmKpTBniiz935CHf2m/M2HOiUKSYUNr0m2MXi9C3vSdmjPXHql2CrEO7eov6ja3Von2/oWPBNgmbdp824Im+aoztpsaJKwZUqSRHh4ZKbD1msPYZam9SWlisbHadMmBEJzULWH0p0Yi6UQo0rK7EHzt11j6z97QB3ZopWWrc+FsmhAbJ0K2JCleTjbiS5NzqZtLgnnjmPz/gtW9/Q/9OrXAu7gYWbdyNZ0f1L53bpKQiolIFNrdpVKsamteriW//WFMytwnBoTMXsXzbfswYN4jNbUjB8dWi1QgLDsSIHu1x+YY4O4flWvaMGDUGb73xCj79+AN0694Ll2MvYfWqPzFh4mTmukxuGzdvJjIrDT8/fxb8slGjJvjl5x9YEE36/PixI9i8cT3GjH3M6hLSf8Ag5iJSuUoU6tSph/3792Lf3t14+pnnnbqjjBg1Fm+/MYvJ0r17L8TGXsSaVSvw2MQnoHEiCwXm/PXn75k7R0hoKI4fO8pkGW0jS78Bg5iLSJUqUahdpx4O7N/DZJn2zHSWqcQZg0dOxEdvTsc3n7yFTt37Ii72PDauXoLRE6ZZ5Um5eYNZafj6BbAYFxSYc8EvX6OwIJ99furYIWzbtBrDx0yGt7cve9nj7esLhVLFMpVwOLZw5cVDtr746aefWOYMeygN6Ny5c1lwSVIekMlWt27dWJpPWxcKV5C/Grl9UADNxMREdO/e/b7kJGsLUl78N1YXFsjigeSZPn06y7JCv5MCeFJwUXr9t7/ZHrJqoQwspCQaPXo0c3lp0qQJy7hiCWj6oHjnq6tMwTB1bCRTVF68kof3v7nGFBgWnp8chZBgDcY+55jr2hXvf3uNBecc1jcE/j4qJKYU4t2vruLwqXuAnfKiWUxtfPLCk5jz5wbM+uInBAf647mxQzG2v9D+V27cxNPvf4W3pk1Av05tmILqkxefwryVG7F0005k3stmbiKvTRmHgV3blfu6rvhlTT6GdfXAkM4eLIBUfLIBc9blsomqhdE9PBHkJ8cbP+dYJznfLs/FiK6eGNfTi5mwXkow4M9dBdbAbI1rCf2iQ2MNe9nz0TKx1UBiOrDqoAnt68sxrJ2c7QjuOmPG0SvCBUMCgfFdFNhw1IRzN4TP6K9CbmLKiYbVZMzSYt0RE2KTSmWna+QUAE2iZSxdKk3kSYmx95xZMpaGLT+tEn7jsC6ezDKC6obqy9a3eWxPL1Y3r/14z1o3Xy/Jwagenhjf25vVzcUbeqzYkW+tm9x8Mz5dlI2hnT0xrpcXi09BJudf/pHDFEqeXqUKJ5o0/rapCL1bqfFEPw+mdFl/oBh7TgvCk5n2c8M88cf2QhyLLZkoxxqgVBQxJUfLuipkZpuwaFshTl/9m7ufEmQfO47LL76MytOeQp1vvoIuPR0JX3+DlIWLre4g9efNQdxb7yC9ROlw86efmQtV+OMToPLzQ96VK7j47PO4d7jUaoAUFiadDuETJ7DrGgsLkbl7DxK/nc0UIK74dV0BhnbWYnBHLbNqu55iwLwNhSL//JHdPJmZ9dtzSvvw7JV5GN7ZA2N6eDIFEu0qr9pT+N8FNXWBb+N6aL1rEc5OfhXJC9ewz+ivXKNGtZmTEDFxKLPEODNxFm7/ucVaLv/KdRztPQl1Pp2FJsu/Y4qPG98uQNy7zgM0V6ndGoOnzsbBjd9hzS/PwNuvEjoPmYUW3YTsVmlJF7H068fQ57GPUb91+Z8f4dUaY9SMhTiw/mus/fV5qNRa1GjYDZ2HvsJMksuCAmqO6e2LUT192T119aYO3y+/K7qnJvT3ZW5VL36VYW2rzxZkYlxfPzw+0I8MdZjFxR+bc0Rd44fld1lwzl5tvZhFB7mifLfsLnNfUdkHx6Hz/8zByO7eGN7Ni8lyLUmPn1aJ7+9xvb2ZLK/MzrLK8uUf2Rjd0xsT+tL9LVhjLNteen//XUiRsHSPAV0bKTC2i5KNV9tOGHHoovDjwoJkmNxLhVUHDTh9TfiM/irlBrSNoVSWcpYieuV+Ay4klFbI3rMm5BcZ0LK2HC1qCYoOCtK5+0zZLhxz1udjaEcPDO7gwerm+i0D5m8sQqGNgczIrh7M3eGdebnWuvl+ZT6GdfbA6O4ebOwja4xV+4ruq24MCVeQt+JneHQaAJ8R02DKvYeCHatQdGQHO64IrQy/CS8hb91vKD572FpO7uULc5HrTQi5l7AINNnFRigPP6zIxqge3hjR3bu036zMEfebvj6s38z6NtNaN18suocxvbwxoZ8PDNRv4nUsq8j91A0pFhbv0KF7UxUe66FmWao2HzHgwHlhjA+vIMeT/TVYsVeHk3Elmw5xRigVOnRooESzWgpmvbNsjw7nrpf2h12nDcgrMqNNPSU7jxRXR2IN2HnS9bODFBGfzpiEX1duwctfzUFwgD+eHzMQ4/oKCs0rCcl46sPZLNBm/44t2dzms5mTMWf1VpZhhBQV4RUr4PUnRmJQ5zaszF9nLjLFxq2MLEx5/1uH77Rcy56GjRrjtTfeZvEqPvrgXQRVCMLjk6dg8JDhQt1du4bXX30J02e+hG7dezJZXnvzHSxdsggr/1yOrMxMhIWH45nnZqBHz97W6/bq3Re64mJs3LAOfy5fxrJ+vDTrNXTs5FxpS7K8+sY7LF7FRx+8w2SZOHmqjSxX8QaT5WV0tcryLpYxWZZZZXn6uZl2svRjATw3bliLP5cvZbK8OOt1l7IQMQ2bYuZrH2Hlknn48sPXEBgUjLGPP4N+Q0az4zeuXcEHrz+Hp2a8jk7d+jJ5Xnj9P1i59DesW7kYdzPvICQsAlOenYUuPfq7/C4ORwqZuawACpz/eY4ePcqsQw4cOPBfxYn4X6LrqGNwF1a9+uBSvj4IXt0mbU74KIisIh1U6lGRcF0c8+JRYqu8cAeGzxcC8roDS8fvhrvQ5zXHifOjJG3bFbgLe/f8vR3th42U8uJRERopDpD5qLmX9d9bZD0o3st7Ge7Cy+YP4U4Eh7rPHO+NpmI3gkdNqr/77PCby8zt8s9SYHLtavNP0riG87Tn7k72KdcxdB4Vfk264d+E+zyJOf84FCuCXE7I6mLw4MFcccHhcDgcDofD4XA4HLfk3xelg/PAIFcTSmPq7++PmTNnPmpxOBwOh8PhcDgcDofDkYRbXvw/hrKAnDkjjtLM4XA4HA6Hw+FwOJwHh/lfmNnDHeG1yOFwOBwOh8PhcDgcDset4coLDofD4XA4HA6Hw+FwOG4NdxvhcDgcDofD4XA4HA7nYcHdRh4IvBY5HA6Hw+FwOBwOh8PhuDVcecHhcDgcDofD4XA4HA7HreFuIxwOh8PhcDgcDofD4TwkzDLZoxbhfwJuecHhcDgcDofD4XA4HA7HreHKCw6Hw+FwOBwOh8PhcDhuDXcb4XA4HA6Hw+FwOBwO5yFh5tlGHgi8FjkcDofD4XA4HA6Hw+G4NdzygsORoGmn+nAXzqlMcC90cBe8vdxL/6pWK+Au+Plr4E5c/uoU3IXs3bfgLqRtuwJ3olLPWnAX/D4/DnfCne5vldK9Ar8pVe5TN3/1/RHuQv7SFLgTPv4ecBfGz42CO+HpA7fB00cLdyIr7S7chTXfV3jUInAeMVx5weFwOBwOh8PhcDgczsOCZxt5ILjXtiWHw+FwOBwOh8PhcDgcjh1cecHhcDgcDofD4XA4HA7HreFuIxwOh8PhcDgcDofD4TwkeLaRBwOvRQ6Hw+FwOBwOh8PhcDhuDVdecDgcDofD4XA4HA6Hw3FruNsIh8PhcDgcDofD4XA4DwkzeLaRBwG3vOBwOBwOh8PhcDgcDofj1nDlBYfD4XA4HA6Hw+FwOBy3hruNcDgcDofD4XA4HA6H85Dg2UYeDFx5weGUgxoRcvRqoUKlABnyCs3466IR+88aXJZpFK1AlyZKBPnKkJVrxt7TBpyMM4rOaVpLgY4NhXPu5Znx1wUDDl0QnyPFxTOHseaPH3A76Tp8/APRudcI9Bg4HjKZtD+dXq/D9nWLcGTfJmTdSUVAUCW07NAbvQc/DqVKZT3v0O717Lz01CT4BwajTef+6DN0EhQK10OFRgUM7uSBxjXV0KhluJZkwJ+7C5CWZXJZzsdThuFdPFC3mgoKuQwX4vWsXE6+2XqOr5cMA9p7oE6UEl4ecqRlGbH9aBFOXtZLXvPmlYM4uuUb3E27Bg/vIMS0HYNGHSc5rRtbMlIuYdW3IzDm1a3wDYwQHbt2ditO75mLexnXodb6IrJGa7Tq+yI8fSqUWTcDO1DdqKBRyXAt2YCVewqRfrfsuhnayQN1qipZ3Vy8rseqvYWiurGlY2M1ujbT4u05OU6vWT1Mhm6NFQj2lyG/EDh2xYhDF13LUb+qHB0byBHgTX0UOHDBiDPx4jIvDlPBz8uxfj9ZpkNBsfR1b1w6iIPrv8ad29fg5RuERh3Gonm38rVTWtIlLP50OJ54bxv8gsTtlJkaj31rPkfS1WOQy5WIqNEcnYe+Cv8KkS6vSf12VE9fNK+nhVYtw+UEHf7YnI3bd1zfj75ecozt44sGNbVQyIGzV4rwx5Yc3MsV11Gfdl7o0twLgX4KZN4zYtvhPOw8WuC0bvZT3dwS6qZxx7Fo8TfqZuEnwzH1fem62bv6c9wsqZvIGs3Rheom2HXdENrwSuhwZiNODH0GWfuPuTw3bGRfRL82DZ7VIlGYkIJrn/+KlEVrRef4NY1BnU9nsb+GnHwkL1yNuPe/h1kvfV/boqZ7qp0WjaKVwj2VYsDq/cXluqcGd9CibhUF5HIZLiUYsHpfEXIKSu8puQzo3UqDlnVV8NLKkJRuxJoDxUhMdewHNSMV6N1ShZAAOXLpuXBBj71nXD8XGkcr0K2Z2vpc2H1KjxNXxGUaVFegc2MVKvrLUaQzIy7JiE1HdMgrdH7daqEydGkkR0U/GfKKgONXTDgc67o+YqJkaB+jQIA3cC8fOHTRiLPXhbrw8wJmDC59NthzOt6E9Yed3xu1IhXo21qNkEA5cgvMOHhejz2nXbdtkxpKdG+uQpCfHHdzzNh5Uofjlw1Ox9VZoz2x7ZgOx5ycY+HKuUPYsuJbpCXHw9svCG27j0bHvhOd3k8GvQ77Ni3AiQPrcS8rFf6BldC4bV90GfAElEq1ZJl1iz7BgS2L8MWSiy5lscqvlmFs3wC0rO8JrUaG2OvF+H19Fm5nuP4tft5yPDYgEA1r0Xgjw+nLhVi4/i7u5Za2hY+nHKP7+KNxHQ9o1HJcTyrG4o13kXDLsf5rVVagXxuNtZ0OnNNhz6ky2qmmEj1aqFk7ZeWYsPOEDsdjxXJHVpRjYHsNKldUsD58LFaPLUd0MLrukgyqjwmDg9G6kQ+0GjkuXivA/JXpSEkre2yw8MqUMBQWm/DdwtT7Om7bTmP6+KMFtZNahtgbxVi04W652mlc/wA0ZM8FGc5cKWTlLM+Fp0YEomMzb6flZ32Xicxsk0OfH9bVG03raJhccYk6LNuRj7TMsp5RMozs7o2Y6mrI5cD5azos35GP7DzpxgjwleP9JwOw42gh1u+XfkYRVB+PDaqAVo28WTtdulaI+asycCu9/O308uQQFBWbMXtxmuhzknNk70B0aeULHy8F4m8WY8GaDFxNdDKh4Py/4qGrgLp06cJeeXl5DsdeffVVjB8//mGLgDVr1mDMmDFo1qwZe40ePRrbtm3D/wJHjx5FrVq1kJyc/F9fa9euXexa8fHxos+XLl3KPn/ttddEn+v1ejRq1Ahz58697++kvjF79mw8SKhPUd96UFSuKMPjvdVIv2fCwu06nL5qRJ9WSnRq5HxBH1NVjlFdVbiabMLvW3W4fsuEkV3UaFhdYT2nRW0FRnZWIzbRiN+26HDiihH92qjQubFrRUH8lXOY/Z/pCI2IwrRZnzMlxKpF32LrmgVOyyyb9zk2r5rHlBHPvvY12nYZiK2rF2Dxr/+xnrNz4xIs+P5dhEZUxdOvfIn+I57EoV3r8OuXZdflpP5eaFJLjbX7CrFgUz78fWSYOcoHnhrniy1aJDw33BtRYUos2VaAJdvyUT1CiekjfdiDi1AqhHNIcbHhYBF+WZPHFhFTBnqjZT3HSWRq4hlsnj8NARWrodeE2ajZpD8Ob/oCp/fMKfM3ZN6Ow6Z5T8JkcpyUXD29CdsXzUBwRD30fOw7tOw9A8nXjmLdzxNh0Lt+mE7sS3Wjwrr9Rfh9SwGb1Ewf6Q2PMurm6aFeiApVYNmOQizbUYBq4Uo8O8zbWje2NK2lYooOV0RUkGFsFyUyss1YtseAczdM6N5UgfYxzh8DdSvLMLS9AtdumbF0jwE30kwY0k6JmKjSMp4aWujIsO2EAb9u0oteRTrp6966cQarf3oKgSHVMGjqbNRp3h/71n6OY9vLbqeMW3FY9eNUyXbKybqNJV+OQWHePfR7/Cv0GPMeMm9fw5+zJ0GvK3J53WdGBKBFjBbLt+Xg55X3EOCrwOuTK8BT66Kd5MCsiYGIjlTjt3X38Nu6bNSoosYrE4OYIsPC6F6+GNHdF/tOFuCLhZk4dbkIEwf4o3NzT4drplw/g5U/PoWgStUw+MnZqNu8P/au+RxHy1M3KXFY+YPzuln8xRgU5N/DgElfoWdJ3SwvR91oI0LQYvN8qPx9y5QhZHAPNFr4BTJ2HmKKjsz9x9Bo/qcIHdHHeo5H1Qi03PobjIXFODV6Bq5/PR9VZzyOet+8ifIwsZcHGtdQYv2hYizaVgh/bzmeH+oJDw1c3lPTBnkiKkSBZbuLsHx3IaqGKvDMEE/RPTW4gwadm6ix80QxfttcyBZbzw7xRAU/cT+oXEmOyX00SL9rxoKtxTgVZ2CL9S6NnS/461dTYEx3Da4k0ZhfjPgUI0Z31TBFtwX6f0JPLZIzTPh9WzE2H9UjOkKBaQM92HgoRXgFGcZ0UuBONrB8nxHn6d5uIkfbes7v7TqRMgxpq8D12yZWJjHNhEFtlKhXRfidpCiZu9Xg8Dp73QSj0YzT15yvQqtUkmNKfy3S7powf3MRTsYZ0L+tGl2bOq8bUtiM66nBlZtGzN9UhGspRoztrmXtbA+189T+HmzxXBaJV89i/udPo2JYNUyY+Q2atO2LTUu/xJ4Nzuctaxd+jJ3rfkXzjgMx6cXv0bzjYOxZPw+r538geX587Akc3LoYf4fnx1ZAq4aeWLL5Ln5YeocpNd9+qhJT0DuD+ulrT1REdGU15q7KwtzVmagVpcEbUyuKxpsXJwajeYwnlm+9h28XZ0Aml+Gdp0MQHCiuyyohckwd4ME2GeZtKsSJK3oMaKdhyjVnNIxWYnwvLWuneRsKcS3ZiHE9SDlfem1SzD09xBN6A7BgSyH2nNKhU2M1hnZycYPa8OKkMLRp4oOFazPwze+3EeSvxIczKsPLs+z2Jn3U5OHBrPz9HLfnuTFBaNnAE0s338OPyzMR6KvAW09WhJeH6+fCK5MrsufCvNVZmLcmCzWraFjbWdpp9c4cvPV9quj16fx0FOlMOB1b6KC4IKYO8UWzuhqs2pWHeety2DNq1ng/188oGTBjtB+qhquwaHMuFm/JQ3SkCi+M9RP1GVse7+8DT23ZdT3z8RC0aeyNRevuMCVQoJ8SH0yPcNmHbdth0tAKaNNYuh0eHxKMAV0CsGbnXXwxPxVGkxnvPReBkArOxxDO/x/+EcuLlJQUfPbZZ3j//ffxT2I2mzFjxgwcOXIEzz33HPt+0rRv374dM2fOZMemTp2KfzONGzfGwYMHERgY+F9fq0WLFlAoFDh16hSqV69u/fzAgQMIDQ1lf225cOECCgsL0a5dO/wvQztBt+6YsXy3oE2OSzKxhxNZVRw8b4BBQulNu3Hn443Y8FdJmWQTW+T1bKHE2XihQOcmSpyLN2LLUWGhcS3FxHbE28Yosee0c63++uU/o3LV2pg8/UP2PqZJWxgNBmxeNR9d+46GWqMVnZ+Xew8HdqzG0PHPo+egCeyzOg1asr+rF3+HoeOeh5e3LzaumIO6DVvhqZc/s5atUq023p05ApfOHEHdRq0k5akapkDDGmrM/jMXF6+X/JYkAz58yg8dm2iw5bD0wqhJbRUqhyjxf+ydB3QTx9bH/+qSe8Fg02yD6b23AAbTeyckgUB6by8hyUt5qS/Jl7z0HhJKIIHQe6+B0HszxgaMbWwwtnG3+nfurFbWSivZEHgoL/M7R8eydmd39s7Mzsyde++8OaMQ2XlCR515pRiv3R+Cjk212HfKhJYNNahXS433Zhc5Vz5PX7AgIkSJAV30WLRHes39679AjdrN0O8u4RnqN+0Jm9WCg5u/Q+ueU6DWSGVDWC0mHN85F/vWfwGVRn7QdnDLd6jftDcSx73p/C08Kh6Lv5iI9FNb0bDNIHnZxKjQOkGDrxaX4NR5QTZpmRa89WAIerXVYv1eecVHuyYa1K+lxtszi5AjyibXilemBjNFxf7TQr0KClBgeA897mijQ0m57yWtvm1VyMm3Y8lOQY6pl6xsYNOzlYqt0MrV437t1Th5wYZ1+yvTGLRAUjsVTlwQ7hcdIQycTl20oaAY1WLXqi9Qq14zDJ36oSCnFr1YOe1Z/y3a95kCjVa+nA5tm4tdqz6HSiM/CP5j9RfQ6YMw4emZ0GgFZQ5ZHyz59lFcvngCdRM6yqajwVz7Znr83+w8HEsRyuTMBRM+eb4m+nUNxIptnsp3oktLA+JqazH90yu45FiJS8824/2notCllQF/HC1HjTAVBvcIxOyVhdi8T1jFOnXOhMhQFVol6HDiivSaOx2yGTZNkE0Dko3Ngt3rvkUHH7I5uG0udq70LpudDtnc6SqbGnWx5JtHkZN+AvUaychGoUDdyaPQ7IMXUd0g6U3efg7Zi9bh9PPvsf+vbtwJTXgomrzxNLJ/W8N+a/jCg7AUl+LAmMeYpUXuuh2wlleg5WevIfX9b1GRke31+qTQa9VQg2+WlTHLCSLtkhVvTAtCz9ZabNgvrzGjyVW9miq8O6cEOQ6LsKzcMrw8OZCt+JP1Q1iQgl1j0fYK7DwmtLHkixa8dm8Q+nfUYfHvlSuKgzppkHXVhl83O+pLhpVNBmiCvuOYWbY9DemiZe/8FbtMzjQ08RjUWYsjqYJZRVIHLU6lW7B4e+Vz5BbY8PQ4A7MYOXbO88KJrZXILrBj2R/CsbRsO8tLzxZK7E2Wb9t926lwMt2O9QdtzjS0ktqnDf1uYUqbrKtSK6+YCKBlrAKbj9iQkStvAUYM7qJFVq4N8zYKskm+KMimf0ctdhwxwyyTn2HddDiaasGynSZnmgA9MKSrFofPVvaHLeJVGNtLxyxuqsP6RV+idlwz3PXY++z/pm16wmq1YPPyH9Bz0GSP9lRafA17tyzEkDufQ5/h97HfGrUU+r418z/BkDufRVBI5XjLWFGK3757FSHhtVCY73sVX4QUnB1bBOC9GZdxJFnoH2lF/8t/1sGA7kFYulneeq5r6wDE19XhuQ8vOa0QyJrio3/EoFubQOw8XIqYGmo0a6DHt7/lYdv+UnZOygUjfnizHnp3CMTO5MrrkYURKcnmbhDykJxeWU7bD5tky2lodx2OnLVg6Y7KsqU6PLSbDodThHJK6qiF0WTHjJWC8u/UBStMFmBcog4b95tQUOy97jSJ16Nz6yC8+WUmDp0U8k8r+t+/3QBDeoVh4bp8r2lj6+jw0ISaaBSnh9Fku+7j7jSqr0WH5gF4/8crzKKOPe95Iz5/qTb6dwvGsi0+yqmOFs9/dAlZVxz9wiUT/u+5GKaw2nW4DFfyLbji9ijPTK6B0jIbvvz1KuA2VmlYR422jXX45JdCnEgT2kjKRTM+eDISfToasHqnvIUEKTtiYzR49Zt8pxXhxRwL3noknB3be0I6BunTQY+YSC9aUvdyahWEt7/OwqFTjn4trQLfvhmHwb1CsWh9gde0sbW1eHB8FBJi5cuBlFWDeoZixsJcrN9ZyH47klyGr16PxZj+4fhLUw3rSU7V/Fecb+rVq4cFCxbgjz/+wH+TX375BRs3bsRPP/2Ee+65BwkJCWxS/uijj+Kxxx7D559/jkuXLuGvjFarRVRUFFM6/FmCg4PRsmVLprxwta4g5Q/JLDc3F8nJlT3fgQMHUKNGDWaV8b8KdeQNaytx4ry0Fz9+zsoGevExnk0oPFiBqDBKI30p06CzRqjSuYI3c40Jq/dIzeusVkDtQ6VI7h8pJw6iXZc+kt87dOuHivJSpJ4+4pGmvKwUvQeMQ5tOvSW/k+UGkXs5E0WF+SgtKUTrjj0l59SJTUBQSBiOHZQqrlxpEa9hZqHi5Jwg15qzGRa0bKDxmS4nz+pUXBD0nSbrLRsIQiBzwh2HPU22yUySZOw+gctK24cGrfpJfm/QeiDMxlJknz8om4/05B3Yv/ErtE96GN2GPu9x3G6zoV6j7mjRdYLk97CaDdjfwrwMr8/YLF7DBnGkcJHIJtOCFj5k0zxOkI2ouCDo++U8G5ObyMAuejSL0+D75aU4kWbxWY/johU4fVFaJ0+m21g9jq3p2aGGBYLV1dMXpQPNU+k2trIW4VgwiYlQsPKvruKCTLIzzu5Fozb9Jb83bjcQpopSZKXJl9O5Ezvwx5ov0WXgw+g9Sqac7HakHNmAVt3HOifnRHRsKzz23k6viguidSM9Kow2HD9bOZArLrMx15G2jT2VBSKtGulwKdfsVFwQ9J0+bRoLSoSOzfUwWezM6sKVLxcU4PNfC2Rl07itVDZNHLLJ9CKbtBM7sGv1l+g66GEkepPN4Q1o7SabmNhWePz9nfKKCzI3bt0ELb96E5lzl+HI1OmoCkNsHQQ1iUfO8o2S37OXrEdgozgEJMSy/6P634Era7dLXERyFq+DQqVC1ADfyvBmsWqhTaVL2xS5jrSIV/tMRy5nouKC3TPfxladmzvaVJP6aqhUCjaJFqGJ/4nzFjR3uTbrF+qocMJNkUDveGpPDbz0CzXDlTjuUPCKHE2zsHcZtTVqheQisuek9Byy+iPkLA1Y266lQHKGWzu9aGem5fWjPNs2uYTUCKE00vcBvR9c27Y7QzqpkFsI7En2PvGj/JClyDG35zySahH6zNqeY5UIh2xIseOeRpQNQYrT+4fomVXGtyt8+NA4oPaUdno/WnVKkvzeuvMAGMtLcf5M5VhHpKK8BF2TJqBFB2kfS5YbRN4VqZXrqnn/QXBYJDr1HoXq0qaJgb1vxAkxUVxqw6lzFWjX1OAzXdYVs8R9gr7Tb+QiQmgcSp3yisoyovez2WxHkIvlAg0ZG9VR4bhbv0F1n9w2GtSRL6darJzc0pwVyokWX4imsWqmWHR1EaGyJFetpvV9r5m2ax7I8n7klKC4IIpKrDh5tgwdWnp3syCeuTeaLSy98H8XJW401T3uTmtHOR1LkZYTufi09VFO5ELIysmhuCDoO7lTeEvXtqmeuRDNWVmAsgpP5U6LhlpWjifPVSo1S8rszHWkVYJ3SxlyFcm+apG4P9J3+rR2S1cjTIlxSYGYvbrqzrxtswDmdnPkdJlbOZWjffNAn2mfnkLloMCLH2WgUKYcSO5qlQJ7j1YuGlgsdhw8UYr2LXxfm/P34L+ivBgxYgS6deuGV155RdZ9hKAJ8JIlS7z+Rq4FU6dOxZdffonu3bszi4PXX38d2dnZePjhh9GmTRv0798f27Ztc6afP38+EhMT0aJFC4/73XvvvZg1axabfBMVFRX49NNPkZSUhFatWmHkyJES1xLKB11fvCbd76mnnsLly5fx/PPPs/z06tULixYtkrgvvPvuu3juuefY+XT8+++/ZwNJkU2bNmH8+PHM/YLuO2bMGImFA13jo48+wj//+U/m8tK+fXv84x//cMrR3W3EZDLhww8/RM+ePVmeJkyYwCwzRKxWKzveu3dvpqgYNGgQcwsRoXJyVV4cPnwYFouFySMuLk6SN1Je0Pmi3yjJnu5H9yVrjPfee4/J1bU8SWHUp08fdvzChQuSMiktLWUuPVRf8vMFlTS5sDz44IPOa9KzkxJFhJ733//+N8tHhw4d2LPZbNVwqqwmNJCjl+hVNxO+vEKhDKPcTImJmo4OvKo0V67RhM/uNIMlN5L2jVXY7TZwdeXq5UxYLGbUql1fes8YwWc955JUpux+terg7odfRnQdQVkhcnjvVqjUatSqHQtDYBCLa5F3RbriWVpShLKSYly9nOU1T9GRKly9ZoVLtWbkFlhRK0LpMx1NJtwR0gkDp+R0C37ZIJ300eCDLDLcYxGQEsFmNSM0SvqcoTUEWV27cl42HzXrtcLkVzajY79HoFR6DtgUSiV6jHgJ8S2lA+DzJzaxvxHRCd6fMULJ6oGnbGxsEOg1XaRS1n8/95oNNV1kuvOoEW/8WISjZ337mIYHkwuOAleLpBkhn3siUqYeiwPRPLc0eY5xjTihiA5XoNwETExU45+TNHjlLg3G91IhyMvYrvBqBqwWM8JrSsspvKYwsc2/LF9O0XGt8NDbW9Bt8KOy5VSYlwljeTFCImpj4/w38cXznfHxU62w9NtHUVzge0W0dpQaVwo86/DlPAtiaqh8psuRiYlxOd+CmChhkE6rXqRsaxqnwzuP18Cst2KYRYecy8g1b7KJ8i2bmLhWeOSdLehOslH5kE1kbWz49U189o/O+OjJVlj8zaMo8iGb8ovZ2Na0P06/8D6sZb5dS4igpoLFXulZ6XuoLC1dON44Hkq9DgFxdVF6VvospqsFMBcWs3N84bVNUdvw0aboneKtTYltkd5X5UY78/135eo1G3NN0TrmXdReqD3lur3jxXe+u2KVXdtxj9xrdvl+IUwJ+rbyDxNOXpDWqZYOxYmr4kWE4lVQXvK8te0QmbbtaLt5xdVPQ+4kdaOUWHfQs524UkOUjUPh4i4buTIS+wmPNA5ZiWlo9f79eWX4ZZMRpeU+MuEg74rQnqKipe2pRi2hT7hyybM9Rdasi7H3vY6ataX18MSBzayPjIoW2iKRcvwPHNi5AhMffheK6wjEV6cmvRMsHnLMuWpBTE3vSu06tTTIzvV817N0jvfNxWwzjp8tx9j+oagXrWEm/JOHh0OrVeCPI5V9aY0QJdRqhUebEMuA4q14LSf3NC5lq1FR/fHsv6i8qG35aqNEvWgtLl81w+YmG3puen5ffDorGy//JwPpWcYbOu5OnZpqZiHhUU55Fvbu955Og5yrMuXkIx3FPyHLhX3H5ZVy1A/R2Mg9L1fyrWws5Q1KJzfOck9HLf7+EcHYf8rIYo9VRd1a8uWUk2tCnVrelSnEp3Ny8M9PMpk1iuy1o7UoK7d6KJioDpBVBofzX1Fe0OSWJvGFhYX44IMPbvg6NFk+f/485s2bh1dffZVZc4wbNw6DBw9mygWyqqBYB6QcMBqNSElJYZN9b1YGpAwgywWCFAzLli3Da6+9hhUrVqBfv354+umnmXJBhKw01q1bxxQQNAmnGBHDhw9nypHFixcz5cQbb7yBgoLK1TRSDNC9KH/kqvLVV1/hhx9+cLpdkDvL0KFDsXLlSvz222/M/WP69OlsUi4iKllIMUKTc7ov/SYHxaXYtWsXU3hQrA+SzSOPPOJU6pA1Cj3DJ598wpQzZJFCeSbZEqQEIKWCqDwgxQfJSa/XM+WBqLwgBQEpOXr06MH+JwsXss4gxQ4965tvvok1a9YwubpC9yfZkRKKlCEi5H5C+SRlx5w5c5gcSDFEsUpiY2PZs3/77bdMaTNx4kSUlQmd8DvvvMPu8/777zPFUk5OjvNZbgZ6xzvY3Xff6Hi308qWZxrFdaUh3+k3pxkwLlHLzPp9BQItKxWUVnqDdAVCbwhwWllUh0N7tmD3tlXMIoNcRnQ6Azr26I+taxdg5+ZlTGmRk3UBP3z8MpsMGY3eV7kodoNcbANaJaAVHN/p7NedjmI70ERk7R7pZMpUIcyqtTqpbLQ6QVNvMsorToNCa0EfEIbrofDqRfyx6v+Yi0psU6lFi8czGq//GakOeZWNS/2hVePq6Or0jtU4sQ6KmBz/62XGhKJZttEszYfJ8b94nNxGQgIEq5l5my3MxSQuWon7BmqgkRlnGMVyMngppwr5cgoOqwVDoPdyKi8R3rvbl32EkmuXMYziOtz9Di5fPIX5n06Byeg98BiZPbuuVDqvabTDoFP6Tmf0TFfhki44UMkCoD06IQzbDpTh/2bl4XiqEfeP8ox5QQoGgtw7XNHqHbIpvzHZlImyWfoRSgovY8T9H2PwPe+w4J7zP/EuG3NBISqypIHUfKEOFfJtKZLmk1xE2PGQIGhCg2XPEc+jc3zhvW1UvnvloFV7uXRkxSG+5w0+2p14b9e/7ucaHe9BuXxU9iV2L9eWzzcpEoZ3JzcMKzPrd0fsT9zbtrO/kW3b0vxWJ0335ipcvGJD+mXfSgOv/Z9TNr7SuMnT8a4Rj9NKPin9q0tFmVDHdG7vGp1BaE9kfVEdju/fhIO/L0e3fhMREBTKfisvK8Zv37+GgeOeQFSMVDlSFRRPwNt7I8Dn+0Yp+54i6wCDS4yCHxfns3rx0fO18dPb9TD4jmB8tzAPKS7BDvUO7zKvdVimfxJ/80xTWU6V58BnW/P6jAYVyio86znJy6D3bWHsbTJc3eMeedErUeZN3j7KicqiXMZ6wrVfcKVDcwPq1tJg6eZC79fUKb2OJXzFz6Jj5V7SuZZx/y4G5uJIgTyrQ4BB6b3PrCJexsUqyiGQ1QGZa8v89lfDDqVffv5q/NdUWHXq1MGLL77IrCUGDhx4Q3ESaMJMk+KgoCDEx8eziXzXrl0xapRgrker9lu3bpWszIeGCh2NL2h1nxQCNDmmyTdBSgVykaDfSJFBkAUCKTdISdK4cWM0bdoUGo0G06ZNY8fp78KFC9nkPzxc8MuifJJygBQ4lI7uRZNzsiYgVw+6Hk3QRaZMmcKO5eXlsTgTBLm7iEoAmvCTwoAsItxJT0/HqlWrmBKmWbNmzjzRc/z444/s2S5evIiAgADUrVsXNWvWZMqLBg0asHwSpOwhRQVdn6xQSFlBChqCyowURqQ4oOsUFRUxKxiCFDpkmULuOOJzkxLp8ccfR2pqKnsGgiw4yMLEFVI0keKDLC9IKSOWGSl+oqOjmaJKhKxjqMxJATNgwACmKPnXv/7FLEkIssIgN5ebRVXR/eVWoKpyaXNPQ9Gnv11uRHiIAgM7afD4KB0+W2xkwa480/oeuCnlojm6cWjPZvzwyStIaNYW46Y87fz9nodfgVqjxZyv38bsr96CVqvHoDFTUVFeJomjQXESqvu8vrJ7I+nGJBqQ1EnPdhs5kmJGs+auaXx3bNezMuaLgivnsPL7+9luDQOnfMYsM/xBNr643jp5PWloxwGaVFzKE35Iv2Jnq8sPDNGgbUMl2/VAks52a8qJ3IaIwOAaGPXQl85yIYuOeR9OxOn9K9HmjonsN/dm4utZ3VeWpOm8JxTbKq1ChwSq8Om8fBw4VeGMeVEjVIXRfYOx7MB11OFqtG85bA7Z0M44o11kExYVi7kfTsSpfSvRtqcgmz9DVfljZV/lOZUCJ+kq/ottqrp13r2dVycfN9IGyYrvoeF62Gx2FrxT7vGq8qCWTXOdeaFgv7UjFZi/zXpb3zXXS9XtqWr/8+P7NmLeV9MR16Q9hk76h/P35XPeR1hkNHoNnuL7Horrq8O+3zdVy4isBd56Ihq5+Rb8Z3Yum/BRnIWHx0fCZLLjQsGNy7wqcVHeq7zun5BNVeOfPwPd92b1C8rrTEdxTi5kmXAi1ViZF0X1r/ln33tkgTGqTyC+Xlgkq+igS7jLRnkLy4mHheBUxX/V/oZWzGm1nyajNMm+XiIjI5niQoQm4fXrV5rP06SbIKsFmpjTwNLVCsIbZ86cYX/J7cCVTp064eOPP5b85no/ur+oYCB0OkGV7Wo10aVLF8kAl9wfyPKC8kUKBpqo08T/3LlzTPkgxpQg9w4RUi64QpYcpDhw59SpU+yvqzJEjFsREiJEib/77ruZNQlN9un+pAghyw+SLUGWKKTAIKsKcmU5ffo0s2oQA3oSdIwsYBo1aoRatWqx38jKha7jing+HROVF2RF4c7s2bNZHkkp4apsouc5e/Ysk5m7soOUQJQHSueqDKEyaN7cZUb7JxFXGNxXonReVtF8pfG28lZURh8bkA3kF9nx6Egdi0p/yG1bVcIQINR/im8huafD4kI87o2NK+di4exP0aRFBzz+0sfQaHUS642pj/8Ld973AvJysxEZFcN+27lpmdMtJTZKg6+nS30ODyab2FZc7tAqjFxHKELH5FcoPdNRlP17hwSiU3MtU1ws2eZpCaLTCyu6FN/CFdHiQus4/mfISt2LdbOfgkYXgJGPzna6pBBdGgNPD5eufh86Y2Lb1lV3NcSbhUVVq85VUeFlRVX8Xzwut5qmZRYWdq8WGXKB+y7m2lFusjOXEnd0BqEcKIaD5H4Oiwt3i4zqonVYK1DwT9dJdO34tuyeZGVAtI8HHkiqLUm793g5QoJUXsrJ+wSIJgZyK5S0Sib6LVP0eJp8HnXxmyaOnjUy32iyenGWjygbo7xs3C0yrlc2DdxkU6eBVDZ/FkuhYDmiDpa+I0RrCkthidPiwv0c8TzxGsSgrjoM6SoNQHo4xYwQmTZF71ff7xvvlnLk9iSc473dseOONiHexz1opNgviOe5Iq5EC9eyV2mpQLGWpg7Ss3b2zfIKD7cQEbEdemvb7tYVQhrpOe75d7fiaB4rvK/OZlX97hGfw2v/52UVWEjjTTY3NhnSBwQ7g2q6YnRYMOkd7c0bO9bMxsp5H6Fh806Y+twXzv7y1KEvnEsgAAEAAElEQVRtOLJ7LZ559zemILFayY1JeE9QMFBSwIoLCeS+MX6AtF/Yc5R25NLIvm/kVpyl7xuZ/sTFQmBIrxAoFQq88/0VlNC4ghQwZyuY+8h9YyLw+o+ClVWFwwjDvb6L5STXlpz13lsdNtp9WhK59+0Th0Ri0jDpVuO7DhYjLEQjbwVRRVDqP4NcXvYco93B5PoFeasDkTJv/YKMhR+VS/OGesxfe83525h+oRjXX7rweuCUESFBMu89Vmeuf5wljkHYrh8jgtn1SanuqpQQlSjDegZgZO8oSfo/DhUjNFhmJ6CbUE6UXs56g6w9OBziv+48RGb+tJJP8RB8QVYO7pCVQ3VXmmkS7h580hWa/D/xxBPs40t7qHaLnuieh6pWut3Ti/EYyOpi3759uP/++5lFBClOSC7kPkHWCu7PUh1EbSe51QQGBsrmkyw3aLcVuje5l5A7CSlTqDxGjx7tdB3Zvn07O07BQMWAnHRNUiTs37+fWZeILiOu95Z7VlcZiAomV8iKhaxyyEqELDtIySWmJ4UGWVa4QwocMdiq+73dZf5noAEjbdFEgTaByhey6O8vZ8Iq+jSTX7S4Gi38r3SmId/p5nEqZFyxSQalFKGdCAmQVz3XjK7L/P1zc6RBIq84/qdtTuUgGdF2qVvWzEfnnoMw7Yk3oXary0cP7EBgYAizyKhTX/BdL7qWj4K8y6jfoCn7P7vAgnlrpZOwto00LOCddDhD/q8qFnTSG+SHSTuJeDxjuAoXsivbPw2CnhgfjAa1VfhtUxm2HJT3Vw2JrA+FUsVcOlwR/6ftU/8MZw+vwub5LyOsZjyGPfADczdx5UQ6sH2fNNAV7TRCATXdZUP+7XL+667uILQzgjtR4UqkZ1e9+ulOgaMeU8A115xEOHzb3f3wCTE+RmQw+dpX/i5cQ0hDE5TmsUq2K4FrW1A4AveVyoRJCIsSyularhAHQeRarlBOkdGVOx1dD2E16rHRlmiB4YrNZnXuNJOcBSxdV2mdR3RopkfrRjo2WHN9ndSKVOOSS9A1dygQGsW0cKdWpAppmcIMkGJiUHAyssAwWyovrnZ0Ha5B7cIdsim4IpVNgSibmFskG5kdTG6EkhQhhkBAw1gUHTnt/D2woaC0LklOg7W0DOWZOewcV7RREdCEBLFzRHYdN+HEOelMunVDDQsIKNemaGtOb1BMk7oybYqC1F28LLQp8tOnQX2QQcGCgLpeO6+octcOab9Q2R6F/4XreN5fDLqpQNZVePQlrnlvl6DCnUk61qZ+WFWBolLvk5P8YipDmbYttlMZpcdVR5wNOienwCVNkCON47hI4zpKFhDU12pz5bVt8rJxxFC47HI/d9nUCHOXjSONj3elLyJr1mP95dUcaZ8g/l+zTgOv/eXyOe9h5/p5aNd9CCY+8i7U6spx2LF9G9gW2R9NH+mR9sXJbdCx10jc+YiwDfnmPSU4dEqqbKdtTCkoofv7hraBpECP3qCAj3F1PMeD0TXUSL0otO2ocDWycs1OxYUIBZmkHUmCAxQspktlOUnHGs5ykpG5WE5RoUrnWMU9DbkikjWpWHYi1KZoou163Q07r+HAcan7WJe2wWjXPMBTNlEaZORcn9vH9UB5OeEWZLZjCwNTMHv0CzXUPsspO9eCuNpy/YIGaRnS8UubJnohOOWxSte9LXtLWGBsV2gr+hYN5cdZ1A95g8ZgtKubO5Tu/CVh57aGdTXs06ONtB8Y0SuQfd75MR+/782THOvSOogF7XSXTUyUBpmX/1w5ZV02MdcRWlCgIKCu7eNKnhk1I/+626XauVnJTeG/rsaqXbs2i0tBMQxcYxOQUsA1mCdZIfxZKHjkjh07cPLkSY9j5LpB9yf3CXFyfvCgNJI7HRctBm6U48ePS/4nZQrdkywMaBcUsswQg5GSMoACkN6o2RVZQhDkNkMWDuKHXCvEwKf03KS8oHtRbA2KtUHKCoobIUL/k9UDuV+4KihE1xE6RrISXUYIkqG7okgsX9dtV+Ug5Q1ZaZDygrbUFWVAz0MWFmTdIj4LyY1cQ8iag1xTyNLC9b6k9HLdEeXPQoPV89k2tIyXDnrpf9Jak/LBHRrY0kC3dQNpmlbxShYMi4J00iBwXG8NereVdiqN6wlN0tvEllZ+GjVvx2JWuNaRg7s3M6uLuEaewWmJpfO+ZIqL/sPvwQPPvOuhuCC2r1+EhbM/kfy2adU8NvgTdyGhXRMu5lglH9plhAb8zR07hIgDlYR6askOJO7QMQpMGRNZ+Rqi7xRg6tR5YWBAWv/HxwWx7RFnrCj1qrgg1Bodasd3xLkTGySyOXdsA7O6qFm/NW6U9NPbsenXFxEd2xZjHv/FQ3FBlBrBJkGun+R0M5NNs3g32dRVI/mC98HP6Qtm1IpUMvmICLJSsWPXi8UG5qvevL70lU//0yqx+5aI4qSIAviRckKSJpYC2NpxrVTYHWdoFxV6tpKe06SeAlq1AudzbLLlVC+hI1KObJSUU8rh9cwKICbuxsqJ4kLUS+iEs0doYlE5eEpP3g2zscy520iZCTifZZZ8KAYFrfTQ7iEiZDHTNE7LjnmDdiehAGyuQdjoOwVsE3cuES0uuraWRjClrVlpW1XX7QhvtWxS3GRzwSEbuufNoCztIsrOZSBmzEDJ79GjBzDFRnm6EPj36qZdqDkkEUpt5XsoesxA2CwWXN1a6fZHk3Z6x7p+aOtS1qbi3NpUHTUL8OsN2tKRAg5SwE/nPSMcbcqRjq5NtG2kllh90S4mrtemfuHcJRuzkHOF3vnUL1BsCNl+odCGNg2l7/zWDdXOfoFoWl+FSf10uJBjw5dLyn0qLkTlF7lqNa0nHRQ3ry9Yacm17YISsPs1c3sf0P+Uz0IXQwVSHlPcjQyXyaovSDZpWVaP56T/STbpDkWRK/Q+ocl02wS3NAlCkFUxkOj1Qv1lfNMOOLF/k6Q9Hdu/kVll1G8odWEVWbvgU6a46DXkXtz1+P9JFBfEgLGP4+l3Fkg+XfqMY8foOx0XKSiy4lymSfI5llLOLAlo4ipCsXGaNdDh2Bnv8aVo1wt6t7gGrqTvFDyRrknQpLpuTSFQpytN4nQoLbc5A52K5UQKdlfaJKhRVkU5tXFpH2Ia13KitkZtxjV2MJ1DypKzmZXXzS+0IvWiUfI5fKqUxb2gXUdEaBLbIiEAR05XLx7DjUB58SynClZOpMCQlFO8TrIDiTt0rDaVU81KOdF3imvhnq5RfR3yrllY0HPXOpOebZF8Tp6jsYSS7ToiQlulN47VsmPeoN1JaEzlGniavlM/RcdI0fTWjAKPD7H9UDn7TuO8tItGyYfKgpVTswBJOTVPMEh2ILkRjiYL6bu1rbQ0pOCyHVsGsi1TOZzbEraVdtegmAUUDFJ0uyAXBYoXQa4a1MmQJUB1LQ68QcE8KZYFTYop+CZNxCkgJAXknDlzJlvtJ2UKQTtgUDwNcvGgSfLq1atZWoqx8GegCTwFqKQdNOg7WUVQUE2Cnp1cOOh3iu1AO4d89tlnHq4n1YUm+/QcZKlAsUXof5Lzd99957R0oUCcFDSULCAoZge5q5BrCMXaEKEApKRMWrt2Ld5++20P5QXFASF3DdEthHjggQeYjL/++msWJJQsMygt5acq5YUIWcGIbkUUo4PcX8gSg3ZzEWNpUMBXcvMhaw2yBKGYHSRfshCh+5BCiAJ93kw2H7TgweFa3NNfi/3JFsRGK5nSYe1eC4tLQavPtcKFaO/iSvOmgxZM7KNlE1ra47xFnIp13vM2mpwDh62HLejfSc1W+NKybKhdQ4F+HTRIybQi2W1LS1eGjn8An7zxKL776EX0SBqJtOSj2LB8Dsbc8yQLvFleVoJLGedQM7oegkPDcfH8GaxbOgtxCS3QoXs/nEuRKtRq12vAFB9JQyfh07cex4KfPmLbqp4+vg9rl8zEoNFT2bW8kZppwZl0M+4bFsjcOWhwNOwOPRuo0janrooJWmHIuGJ1upsM7qbHE+ODsHS7MPAa3duAzCsWHEwWOuPE9jo0qqdh1ykotslus+dKh36PYsX307Dh52fQtNNY5KQfxuHtP6LbkH+wLSIpGGT+5VSERtaHISii6sJn2+0ZsXXhqyygZId+j7D0rgSFRiMoLNqLbKxsL/apQwKwbEcFk82Q7no2ONxxxCRRTJBsMh2yOXTGjIFdbHh8bBCW7RBkM6qXgQXto2M3wvZjVtw7QI0JvdU4nGpFvSglerRUYtNBK5tAUz2mXQhoAFrmKLZtR60YcwdNOsC2VWxaX4lW8Sr8tt3iVIrsPG5F33ZqlJYDKVm0c4MCfdqo2LaL53PkJx1dBz+K3z6fhhUznmZbm146dxj7Nv2IXiOFciKz7rycVITVqI+A4OqVE9Fz5HNY8OlkLP76QXTqdx/KivJYAM+YuDZIaN3Xa7ozF0w4dc6Ix8aHY/76IrZqSfEoyBx3097KATMN+CgIKQ0miT3HyzEiMQjT743Agg2C1c3EAcG4mGPG3hNCuZ0+b8Kh0xW4e0gIM4vPvGzBHe0MaFRfi0/m5SO8juCyJ0I7hsz/fBqWk2y6jUXWucPYu/FHJI6qlM3V7FRmpXE9suk96jn8+slkLPrKIZviPGxbWrVsfEGuH0HNE5jSgnYLIc6++xXa/Pg+zPnXcHnlFtQakYTaE4bg0F3PONOlfTQDtScORadVM3D+05kIbByHJm8/h4wZv6EiQ7rjkTs04UrJsGDKIAOW/16B0go7cy2hNvX7MZc2FUFtCsh0TLoPpZgxoJMWj44KwIpdwot6RA89a1OHU4TypAn93lMmjOmlh0alYFuU9m2vZcqSTQeoUVROCDcdNOHhEXpMGaDDvmQLC1Kb2E6DNbvNlf1ChJIpLMR+YeMBM7OooDyfPG9lSnCasP+8QTiB8juhj5a5emw+aPLYramwhBQLnm1qx3EbpvRTYVxPFY6k2VAvSoHuzZXYdFiwFtE62naBS9veftyKUd0FhcKZTEH50TJOiUW/SxVAtRy7DtEWqdWFnvPRUXrm9rL3tBlx0Sr0aa/Bqj9MTtmIu8aIstmwz4S7+uvZe4S2pm3VQI12jTSYva7qXW580W/0w/j+3w/g58+eQ6fEMUhPOYztq2ZiyJ3PQqszsKCel7PSEFmrHoJCIpB14TS2rvwR9Rq0RJsuA3Ex9ZhUHnUaIiKqDvu4curQdvaX0lUFWUGcTK3Ak3fVwLxV11BcZmWuJaRc2Li7RKKYoN07LlwS3vl/HCnFqKRQvPxATfyyWmhvdw0NZ4Eodx8VJnWrdxShZ/tAvPZILSzbXMhcGDq3CkCPdoGYvTwfNnulsoJk/tgYA6YO0WPvSTPiY1To20GLlbsc5aQVy8nuVHqs32vE3QMM7N1I2/5SObVvrMGsNZVKF6q77ZsE4JGRBmw7bGKWS8O667D7hNmppPPGqdRyHD9ThuemxWD20lwUl1hx57BIlJZbsXbHNcmuJDShPZ9ZvZ1DboTk80acTKvAE5Mi8cuaa2ybVHLnoHLatKdYopjQqBXOctp9tBQj+4bgxftrOt1B7hwchovZJuaK4kq9GLJUqLpPp3EEbd390OhgLNxUipJyG0b2DmTlu+1guUQxQXm5mCO04/0njRjaIwDPTgrFoi1CXzaubyAyLlvYMVpIE/szd0ix4e0Y7YxyPKWMbT87Z9lVFJdametNaZkV634vlOwcornOcsotsGDLniLcN7YGc1Eii6MRfcKYQm7pxgIM6FF1LEPO/za3bc8Z0X1EhIJa0oesJSheBU2EaeeIPwO5StBEfe7cuUwx8p///Ie5FNCknna7oICUIhTbgj60nSu5lNDkmCwiKAjln4HuQdYDpLyg5yLFBQUWJWir1atXr7JdNgiy8iCrghdeeIFZbFR30u8K7SJCH1Je0O4uFKODdnoRXUJIQUCKB5I/WWjQpJ/yQ9vNusqNFBOkWHG1riAongQpPijOhMFQuZJIQVhJft988w1TYNBuIcOGDWPPWF3oum+99RazQqHyIiUXlR2VG+WRXG0oHoe4GwlBW6eS9QWlo4CfpDjp2/fGBuLeSLtkw8/rTRjQSYN7B2nZ4HHNbgt2HBNe6nWilHhkhA4Ltppw8IxjYn7GCrXSxJQcnZqoWCyL+ZtNOOqyj/3mQxY2iO3eUo3ebQQlxp5TFmw84H31kGjWqjMeeeFDrFjwLb5+/zmERdbEuCnPYMDIyez4xXPJ+Oj1hzD1iTfQo+8IHHZYaVxIPYn3X57qcb3n3/oeTVp2RIu23fDAs//G6kUzsGPDEkRERePO+6cjaeidVcrou6WlGJdkwJg+BuZvm5ZpwQ/Li9mEQmTSgADmOvPKt0K8FhpUf7agGBOSAnDPwEC2KkN7wy/cXOY0T27XRBho9WqnYx93PlspHQjVbdQVg6Z8jn0bvsDaWY8zC4nuQ19A28T72PHczJNY/u296Dvx32jaaQyqQ86FwygrEtwMKFCnOx37P47OA5/0mv775WUY20eP0b3J/FSBc1kW/LiyXOr72y+AbS/3+g+VsvliUQnG9zHgrgEBsFrtbHV48dbyapluy0GKhAXbLEyxMKmPmsVa2XDAij9OCZO7mAgF7hukwZKdFjYBIuivWmVBjxYqtGukREExsPh3C05cqFSubT9mQ6nRgs5NlOjUhFbtwIJ0bj3q3b0ltkk3jHzwC+xa9TmWfSeUU+Lo6WxSTVzOOIkFn07B4MnvoWW36pUTUadBO0x8eg5+X/EJln//FDRaPRLa9EPimBdlt1d1hQJq3jMkFJMGhTBT2JR0E76cny/xJ542IhQ1wlV49qMrznJ6f2YeJg8NxX2jQpklCllqzFtTKNkF5ov5+UwZMrhHEFu5u5Rrxme/FOBwshF9pXMgxDbthtEPfYGdqz7HUods+oyZjs4usvn1kykYMuU9tLpO2dz5jCCbZQ7ZNGrTD33GVi0bb4S0a4Fum3/G0ftfQuacpew3+qvUadHg2ftQd+pYZolxZOp0ZC9c60xXeuYc9g6+D80+mI72Cz5nio/zn81CyhufV+u+M1aVMQXDqJ6CSfe5Sxb8tMbIlGwiE/rqmUn0Gz+VOMvqyyVlGJeox51JBmaxQNYUS7ZXSNrU/M0VrMz7ddSygXPGZSu+WlrGJnCu6ympWTbMXmfEwM5aTBusY4oFmpxvd+wWRduKPjbKgPmbjdh/xjGROGNhq9GJbTXo3FTNFN607eeRVKGtkAIkNFBQWDw8wnOv4fX7Tdiw33Oic+GyHb/tsCKxtQoTe6tQXAZsPGTD7tOVbXtqfzWW/WHB0XPCw9JftcqKbs2UaJdAihtg6S4LTqZLXzCBeu9xPLxBq+sz11RgcBct7h+qx7USO1bsMmHbYSHv5BL3xBgDftlYwRQ/BP1VqyrQp70WXZoLspm7oQKHz/ruD6uiUYuumPLMp9iw6CvM+vhJhIbXwtC7nkfiUKEvzLxwCt++Mw0TH34HnXqPZjuLUH+Zce4EvviXNH4Y8cirM5HQvHLh5kahYJpTRoTj7mFhrM88c8GIT37OZRNjkfvHRDA3kCf/neWsw+9+dxlTR0XgoXGRrM88dqYCs1cUON83VwuseO3LHNw1JBwPjY9k7SPrshn/mXUF+06UI7pehLScVldgcFctHhhmwLVSO1b8bsRWsZyiVHhyXADmbSjHvtOOcjotlBMpObo01zDl3M/ryyXlRFYY3ywtx8g7dJg2xMAUH6TEWLOneoty732fhfvH1sTUMVEs/6fTyvHhjEsodXGFeXhSLeY+8NCr53Ar+WROLu4ZFs7kSZagZ9KN+GzeVclWvfeNFsrpqfcvOcvp3z9cwb0jwvHA2AjWf5PFxc8rK8tJhGJqkFKjOny1sAgT+wdhfL9AJpfUDDO+WVwq6aPuGRzEdg158Yt8Z17+M68QkwYG4d6hQey9RxYX8zeU3vBYQuSDH7IxbWwU7h1dg+Un+VwFPvpJWocfnhiFmhEaPPwv6fbZVfHNfIrZYsXofuEszgu527zxZZbsFrR/Jew3KXD83x2F/VaG7/2bM3nyZLbLihjwkvPXYfq33k03/9sM6+lf20P9surW+Z1eL82aX98Wp7ealDPXsTx5i4mMkm7DebupX/fPWdLdTLZtEQaZ/kBft+Cht5taAwU3Sn9g3Yf74U9otTem5LkVhIT4T3siCgpu3Qr49ZLU/ebEcLkZzP1VUDz4C67Ki9vNhWT/eQ8TAcGeCsPbhT/lhci/XGn1crtZ+qXgIv9XJCfZc6dIfyC6qXRjBH+Hq4A4HA6Hw+FwOBwOh8Ph+DW3zW2Ew+FwOBwOh8PhcDic/3XsbL8Yzp+FKy9uIT///PPtzgKHw+FwOBwOh8PhcDh/ebjbCIfD4XA4HA6Hw+FwOBy/hltecDgcDofD4XA4HA6Hc4vgu43cHLgUORwOh8PhcDgcDofD4fg1XHnB4XA4HA6Hw+FwOBwOx6/hbiMcDofD4XA4HA6Hw+HcIuwKvtvIzYBbXnA4HA6Hw+FwOBwOh8Pxa7jygsPhcDgcDofD4XA4HI5fw91GOBwOh8PhcDgcDofDuUXYwd1Gbgbc8oLD4XA4HA6Hw+FwOByOX8OVFxwOh8PhcDgcDofD4XD8Gu42wuH4OQvWmuFPRNQIgL+QcqbwdmfBbym8ZoQ/sTU5F/5CdL0w+AvbtmbDnwj9cD/8hUEvdII/0e1fifAXXi5673ZnQUJQiA7+wuKVefAXasdFwp9QKv3HbD0wNBD+RECwHv6C3WaHPxFaI+R2Z+F/AruC2wzcDLgUORwOh8PhcDgcDofD4fg1XHnB4XA4HA6Hw+FwOBwOx6/hbiMcDofD4XA4HA6Hw+HcIvhuIzcHbnnB4XA4HA6Hw+FwOBwOx6/hygsOh8PhcDgcDofD4XA4fg13G+FwOBwOh8PhcDgcDucWwXcbuTlwKXI4HA6Hw+FwOBwOh8Pxa7jygsPhcDgcDofD4XA4HI5fw91GOBwOh8PhcDgcDofDuUXw3UZuDtzygsPhcDgcDofD4XA4HI5f87ezvOjbty+ysrKc/ysUCgQEBKB58+Z4+umn0alTJ/grZrMZ8+bNw9SpU52/Xb58GZ9//jl27NiBgoIChIWFoXv37njiiSdQv37965LL6NGj8eSTT96i3Pu+x+TJk1GnTh28//77yMzMRFJSEubMmYMuXbpIjt0uGtVVYlBnDWqFK1BSbscfJ63YcdTiM03bBBX6tlcjMkSB/GI7th224GCKVXJOhyYq9G4jnHOtxI4/Tliw64T0HG/oNMDIXga0a6yBTqNAaqYFi7aW40qBzWe64AAFxiYa0CxeDZVSgZPnzFi8rRxFpXbZ83u30yKpox6v/1AkezyhjgIDOqhRk8kG2HPKip1VPEPrBkr0aatCRLACBSV2bD9qxeFU7/ke0kWFO1qq8c8fjfgrycaf8tKkvgrDuusQHaFEcZkdvx8zYeshs888tG+sxoDOWkSGKpFfZMOmAybsPy2t9/VqKjGypw71a6pQYbJj32kz1u4xwer78Rg6rQKTBoWgU0sD9FoFki+YMHdVIbKv+m5bIUFK3DM0FK0b66FSAkfOVGDe6kJcKxZu+vC4MPTqEOg1/Ttzyli9E2lcT4XBXTSIDleimNr3CTO2HfGdh3YJKvTrqHW27y2HzDhwRpqmdUMV+rTToGaYkskmJcOK1XtMrJ1URzYTBwSjY3M9k82ZdBPmrS1CzlXfbSskUIm7BoegdSMdlErgaIoRv6wtQmGJtEAG9whEn04BiAhRIa/Qig27S7F5X5nsNbVUh+/Qo22CWqjDWRYs2WGsVh0e3UuP5rEqKJUKnLpgwZLtFSgqq5S9UgEM7qpDl+YaBOoVyLhixdLfjUjP8f2c+jq10OvIKhwY+zjyd+zzeW7tiUOR8PKjCGhQD+UXspD64ffI+nmZ5JzQDi3R7IPp7K+lqBSZc5Yg5a0vYTd7byPqBs0QkDgKqqjasJUWwXhgGyr2bJQ9V9u6G4JGVPbd7pSsmAnTsT2CTCJrISBpLDSxjWG32WBJT0HZpkWwXbvq8znpXTMmMQDtmmhZ/TmbYcbCzWW4nF91OY1PCkCLBhqoFMDxc0I613dNSKACI3oa0Dxeg0CDEpfzrdiwpwIHkk2y1/S3NkXymNAvCB2b69j3M+lm/LquGDl5VbenSQOD0CpBaE/Hzprw6/pij/YkEhGixDuPRWLDnjIs21Yqe06TeioM6aoV3sXlduw8bsa2w77fxe0aqTGgowYRoUoUFNmx+ZAJ+5OlsmnTkMYcWtQMV6LcaEdKphWr/iDZyPcZ/lhOzn5hcCg6i/3CeSN+rma/MHloGFo31kGlUuBIcgXmrr5W2S+MD0dvH/3C9C/yWT8nyYsGGNs3EB2aCvXm7EUz5m8sZfXfZ14Cqb4FomUDLas3x9PM+G1TCQpd+p3wYCXGJQWieZwGajVw+oIZizaXen2vUl7GJQWhQzMhLynpJiEvVdZhBSb2D0LLho68pJqwYGOp1zocHqLEWw+HY+PecqzYId8n+Fub4vy9+FtaXtx3333YuXMn+9Ckf/78+QgKCsIDDzyAS5cuwV9ZtWoV3nvvPef/JpMJU6ZMwdWrV5kCY/369fjkk0+QnZ2NSZMmIT8/H39FYmJiWNm0a9cO/kD9mgpMG6zFlWs2zNlgwuGzVgzpqkZiW++6v5bxStyZpMHZTBtmrzPh3CUbJvbVssGFSOemKkzso8XpdCtmrjXhwBkrhnXXoE+76ukUpw4NRPsmGizfUYHZa8sQGqTE0xODYNB5N0ujicJjYwMRF6PC/I3lmL+xDA3qqPHEuCDWibjToYmGTaC9US9KgSn9NcgttGPeJjOOplkxqLMKvVpXPqc7LeKUmJCoxtksG+ZuMuN8th3je2uYQkOOuGgFurfwfj1/lY0/5SU2WomHRhjYJObH1eU4cMaMEXfo2ADUG20S1Jg8SI8zF634cWU5UjOtuGcAKWEq6ycNXh8bEwCzBZi1thxbD5mQ2E6LsYk6VIfHJ4ajcysDFqwrwjcLCxAeosIrD9ZAgN6HbJTA9KmRaFhPi5+WFmDmsmtoHKvFS/fVYIoMYumWYvzr6yuSz//NuooKkw2Hkyskiov6tZS4f4gOVwrsmLXOiEMpFgztpkXfdhqveWjVQIW7+utwJoParhFpWVZMStIxhaUIfb93oB6ZuTbMXm/Emr1mJNRV4dGRBqirUZ0fHR+Gzi30+G1jMb5fUshk8/K0yCpl8/yUCDSsq8HMFYWYvbIQjetrMX1qhFM2xJ0DgzG+XzB2HCzDf37OZzK5d3goEjvK16Gpgwxs8rRilxE/ry9HWJAST40NgMFHMVMdfnRUAOKiVZi/pQILtpQjPkaFx8cESOrw6F469GmvxaYDRsxcU86UXk+MCUCNUO/Pqa8bjc5rfoImLKQqMSJ69AC0nfMRcjftYoqOvB370PanDxAzYYjzHEN8XXRZNxPWciMOTXoG5z75CfHPTEOLT1/1el1VnXgET3wC1rwclCz8FqYT+2BIGgN994Gy55tTj6Nw5vseH8uVLFgL82FOPSHILSQcIfdOh8IQhJKlM1C6Zi5UUTEIvutpQO29ThL3jwhC+6ZaLN1ehlmrShAWrMRzk0IQUMW75qkJwYivrca8daWYt6EMCXXUeGZisLOcqL7SOc3iNVjxezm+XVKM9GwLHhwVhC4tPN8h/timHhkbik4t9Fi4qQQ/LC1iE8cXp4ZX2Z6euycMDepqMHtVEeasLkaj+ho8PzlM0p5cuW9kCAL03ofWsbWUeGCYnk1QZ66twMEzFgzvrkVSe++yIUXAPQME2fy0pgKpWVbc1U/P2qQIfZ862MBkM2ttBdbsMaFRHRUeH6X3Kht/LCfiiTsj0KWVAfPXFeKb3/IRHqrCqw9FIdDgu6xenFZD6BeWXWN9Q+M4LV66P6qyX9hchNe/uiL5/N9MsV8o91BcEA+OCkbHZjos3lqKn1YUszb1wj1Uxr7b1NN3hqJBbQ1+XluCuetKkVBXjWcnhTrzQgrh5+4KQf1aKsxdV4IZy0tYnZw+JYwpceV4aEwIUxQs3lyCH5cXsT5h+uTQKvPyzKRQxNfR4Oc1xZi7tgQJ9TR47u7KvLgzbXiwzzrsb23qr7bbiD9+/mr87SwvCLK0iIqKcv5fs2ZNvPnmm+jVqxc2btyIe++9F/6I3S7Vnu/atQsXLlzAb7/9htDQUPYbWSh89dVX6NGjB1N2kHLjr4ZKpZKUz+2mfycNLl21Y8EWYWUkJcPGXsBkVbHzuAUWGSUzrWQcT7Ni5R+ONJk2BOiAgZ3VbIJP9GmvxrE0K9buFVYTUrNsiApToEdLNbYe9r3CQJOA1gkafLW4BKfOC+emZVrw1oMh6NVWi/V75S0U2jXRoH4tNd6eWYScPKGjzsy14pWpwWwCvP+0kN+gAAWG99DjjjY6lJR7X7VLaq9Gdp4dC7cLeTibZWWySWyjYtYpcrIZ0EGFE+dtWLNXOHg2y8ImQf3aq3DsnPReWjUwtqcGRaVAWJBPkfidbPwpL7SyTQPJuRsq2P/J6VY2UOjfUYvth00wy5TT0O46HDlrwdIdQh6TL1rZoGRoNx0OpwjPktRRC6PJjhkrhUnnqQtWmCzAuEQdNu43oaDY+4pfQn0tOjQ3sMEjWQcQZy6Y8OkLtdC/ayCWbyuRTUeD2vg6Wkz/5DKyrgj5SM824/2na6JLawP+OFKOK/lW9nHl6bsjUFpmw9cL8hESJbwviUGdNMi6asOvmx15yBBkk9RBgx3HzLJ1eEgXLWu7K3aZnGlINoM6a3EkVVhaTOqgxal0CxZvr1yZzi2w4elxBmaJcOyc99UpGly2b6rHR3PycexspWz+81wUkroEYuV2edmQsiOutgYvfZ6LS7mibCz49xM10LmlHruPVaBGmAqDugdizqoibNkvrKqdPm9CZKiKrYQdPi9dASYFWquGGnyzrIxZThBpl6x4Y1oQerbWYsN++ZV3UnLVq6nCu3NKkONY+c/KLcPLkwPRvpGardSGBSnYNRZtr8DOY8J9ky9a8Nq9QejfUYcC94sqFKg7eRSaffAiqus63OTt55C9aB1OPy8o/q9u3AlNeCiavPE0sn9bw35r+MKDsBSX4sCYx5ilRe66HbCWV6DlZ68h9f1vUZGR7XHdgF7DYc3JQOnymex/87mTgFIFQ4/BqNi3BbBI5WgvK4G1TFpuuk59oKoRg6JZH7DjhKHXMNiN5Sie94nzGiXX8hA84TGoY2JhyUiVfc4GtdVo00iLz38rZlZaxNkMC959NAy92+uwdrfQ9t3p0FSL+tFqvPHDNWSL75rLFrz+QCg6NtVi3ykTK/96tdT496xCp0XM6QsWtiI6sKsee09K64C/tSlS5rVrosN/5hawVWeCVq0/fKYGkjoFYOXv8qu5nZrrERejwT+/uopLucK1L+aY2SowtbXdx6Uy7dvJgJgavofVg7pokZVrw7xNle9Vkg0pknccNcu/i7vqcDTVgmU7HbJh72IaZ2hx+KzQJvt10LD2uXBbZZ9CCy7Pjg9AiziVc9zhz+VENHL0Cx/8RP2Co7+6YMJn06PRr2sQlm8t9tkvvPBxjqRf+OCZWuja2oBdXvqFZ+4R+oWv5ucDGqk2lhYM2jbW4dP5hTiRJo7/zHj/8Qj06aDH6l3yZiQdm2kRG63Ga98VINthKZdx2YI3HwpjipC9J43o2FTH6srr3xXgkuOczCsWfPBEBLOs2H5Qeu2Gjrx88gvlxVGHL5rxwZOR6NPRgNU75S0kSNkRG6PBq9/kO/NyMceCtx4JZ8f2npCOQei5YiKr1jD5U5vi/P3466lbbhFqstmiyZJWyywaPvzwQ/Ts2ZOt/k+YMIFZAogsWbIE/fv3xzvvvIMOHTrgscceY7+np6fj0UcfZb+Ru8Nzzz2HvLw8Z7rFixdj8ODBaN26Nfs7e/Zs2GyOwUJmJpo0acKsJ8aPH4+WLVsyN4sFCxY47/nyyy+z73Te3r17oXQsi2zbtk3yLCEhIVixYgVGjhzp/G3hwoUYPnw4u3fbtm1x11134fjx417lUdX5lLcPPvgAQ4YMYc/65ZdfomnTphKXHGLixInsvOtBlAU9ozsWiwVPPfUUEhMTcfHiRafrzLPPPouOHTuyvDzyyCNMqXMzoI68YW0lTpyXdnjHz1mZOWN8jGcTCg9WICqM0kgnk9Rh1whVOlcUZ64xYfUe6QDXaqW6WHW+aAWMJo00gBQh09CzmRZm+usNMk8kkz5xQkzQ98t5NrSIr0w3sIsezeI0+H55KU6kWbzKpkGMAifTpc9Jz02yiavlObsgBQTJ5pRMGpINreS7Mrizmj3XobPVc6XxF9n4U15UKrAVuONux2kwrNcp0KCO50CF3HlqhStxzD3NWQsrP1KyEU1j1WzA7OoiciTVwlwEmtb3XZHJraHCaHNOzoniUhubSLdtoveZ7tIVs3OAStB3mqx7S9emiY6ZIM9dXYiyCru0fddR4YTbYJraKtXhBl7aN5llHz/nJps0QTbUvkk6ZCa956T0HJpMEOSG4wtSIpBsjqe6yKbMxgbxbRrpfKYjOYiKC4L9f9WCNo0F2XRopofZYseOQ9LB7le/XcMX8695XLNZrFqow+nSOkyuIy3ivZcxpSPTalFxQdB3sv4h1wOiSX01M++muihCE6YT5y1oLnPtkNZN0PKrN5E5dxmOTJ2OqjDE1kFQk3jkLJe6cmQvWY/ARnEISIhl/0f1vwNX1m6XuIjkLF4HBSnSB9zheWGVGurYxjCdOSz52XT6IBQ6A9T1EqrMmyIwGAGJI2E8uB3WS5X9laZpexiP/iFRfliz03Htsxe9Ki6I5g00zDz/lIvyib1rLprRsqGPd00D4V0jKi4I+k7uSWI6ckHYfrjCw5WHyjMqTPr+8Mc21SpBy1bXxUkfQa5zZy6Y0bqR1mc6clUQJ1kEfc/OtXqkiwpXYXy/IMxa6d2FkGSTQO9imedk44naKh+ykcqT2oyrbEiJsPukdDwhuh/IycYfy4kgV0ChX6hw6xeMvvuFxnof/YK8RRldr3PLAOaS4toviJDLB7UpURlIlJTZmdKgVUPv9aZFA6HeiMoCgr7Tp1WC0KYOp5jw3qxrTsUFISqLNDKv1RYNxbyYpHlJN7F66g1yFfGWl9Zu6WqECW4ss1fLK4j8sU1x/p5w5YVj8vvWW28xi4zevXszJQFZNXz00UdYunQpUzTQhNhVSUAT5ytXrmDZsmVs4lxUVIS7776bKT5IKTFz5kx2zjPPPMPOJyXE//3f/7FYFKtXr2a///DDD+werpBbCN1r7dq1bIL+xhtvICMjgykJ/vnPf7JzRJeKbt26MSXH9OnTMXDgQGY9Qtem2Bfx8fFOawyyJqHnI7cYuu6sWbNgNBrx6qvyJrHVPX/u3LnstxkzZuChhx5CREQEli9f7jx+/vx5HDlyBGPHjr0p5WS1WtmznjhxAj///DOL6VFWVsZiYoj5od/Dw8OZwonK9c9Ck2m1SoGrhdLJdl6h0NFFyZg213RM7KpKc+Wa3bkyTZYH5EbSvrEKu906fTnIV5au72aMw1Y3aNLpNV2kUtafMveaDTUjKtPtPGrEGz8W4ehZ7364NMEl2YjP5XzOIuF/ObNv8n8lrrqnKfZMk1BbgXYJSizaYfF4Tn+XjT/lpUaIEmq1wuN6dC3XMnGlluMeue5pHHWaBrAaFbUPz3yWltvZZIfO8UWdmmq2CuYum8t5FsREeZ8U166pkfV9Zum8rNDcPTgUp84Zse+EdFUnMlSow+JziYhtlwbk7ojllnvNLt++w5Sgbyv/MOHkBenEoKVjQu46oZd9xig1rhTIyCbf6nMVitLl5HnK5koepRMmRrExdI4VTeK0eOvRGvjpjWhm0eHNZcRrHaa66KOMa0WovNZhUYZUz6iu0KDXlavXbMw1RRUYIPm9/GI2tjXtj9MvvA9rmbwlgStBTRuyv6VnpcrssrR04XjjeCj1OgTE1UXp2fOSc0xXC2AuLGbnuKMMqwGFWgNr3hXJ77aCXPZXFVmryrwZeg1n1pTl2yr7TGVYJJT6ANgK8xAwaBLC/vExwl/6EkHjH4UiOMzn9WIilbh6zbPO0KQxOsL7Siqtssr577umS0634Jf1UmUXrZ2QRYbrpMhf2xS1mVwv7SnaR3uidHL++5fzLZJ0CgXwwKgQ7D9pdK5CyyHKRpzIu8umpk/ZuKcRHobaIH0jSwj3RZZWDbzLxh/Lyfnuy/fs8+n9Tse8USdKvl/I8dGf3DVE7BfkLSjonXlVpt5Qv1XLh3UCpZNtUwVWRDvS0XsvLcviVCTVranC/cODmKLmwGmj7DVzveQl+kby4paORl73jwjG/lNGp5WJL/ylTf3VoN1G/PHzV+Nvqbz47rvv2OSfPq1atWLuImfPnsWnn37KgmKKsSVoFT8uLg7Tpk3D0KFD8eOPP0quQxYX9erVQ6NGjbBmzRqUlpbi448/ZgoFCgBKlhlktUAKja+//ppZZdB1KA0pG0jpQRNuUgyIUDBOClZJ59Bxssw4evQo9Ho9goOD2TnkUkEWIvShAJ7/+Mc/EBgYiF9//ZVZe9xxxx1M+UDPQlAQz3fffZdZYpBbCeVp3LhxSElJkZVPdc8nRQ8FByUZUl7ofFflBSl26FhCQoKs7F0/Bw4c8FlmJAdSKpEsSEFB8iFIWUOKI7KUIcuPxo0bs7xTDBNyp/mz6B2K4Aq3d6fR8W6nIEWeaRTXlYb8Tt+cZsC4RC1y8u1VBgIlKF5ChdFzRk+aeVpN9/48CnaObDqXfNHqqMMoyMe1HGnN0uuZfMqm8n6u0MouO65xCTzXU4NNh6xOZUh18QfZ+FNe9DpvMhePy5ST4zev5aRVuJzjeU86Tyxrbxj0NHH1zDytuhl03rsm8t+ngZ879Btd0532zfSoU0uDZVuKfbRVL7K5jjos/u/tuUkRSr7tWblW5rbjC4PeS71hslFUIVMZ2ZjsTpkGBypZQLZHx4Vh+8EyfDg7HydSTbhvZJisAsN7XZSXjzMvWk8ZudcNg496TqhDpL5i5oJCVGRVXymtDhXSW4qk7hrkIiJeXxMaLHuOeJ57HgiFXpCT3SSd9NiNgkKFrC98oQgIhq51Nxbgk1xEXH8nAvqOgTI4DCVLf0Dpqp+hiqmPkMnPARrtdb9rjEbf75obTTe2TwBTUK3dXe73bYrcGuTaBa0c+2pPQjqZdxRrT5XpBnQNYO5YFHTQF1TfXWXhKRuZNN7exY5+11sbJNmM6EHuglacdlMk+Gs5ERTbwOv73Ve/4K2svLwzqV+oy/oF76v6lI7enVWV/3W1Ka3nMzw5IQRvPBiOpnEaLNxCgTQ909KzextLVJUX+bovbd/9uxhYHaZAntXBX9oU5+/J39KR6M4773Su1pPrBU3WRcUAWRoQ5CbhCikCyB3DFVJsiNDEnv4XrR0ImkzThwJn5uTkMMXGZ599JpmQk+KC3CR0OmGG0bChsFJEiHkSlRBykFKDrB7oQxYX+/btY0oDUmoYDAa88MILbAeVtLQ0Fgvj3LlzzL3lzJkzTpcVd6p7fmysYHIrQhYWP/30E1MwkLsJua48+OCDXmXvyvPPPw9fULmQHEg+rvEwTp06hcLCQo9dYkiu9Ax/FtqNxhdyFgFVJPFIQ5Gwv11uRHiIAgM7afD4KB0+W2xkQRDZ9WSu6esevqwUbjTd9V7L2/Wq0u+KSYZ1VaOw1F7lziv+JBt/ykt1r+XtehTkyxc2ezWu65oHx0ptde9B1/eGwkdCu0zCAd0CceGSCSfTjNf9nDejfYvWWA8N18Nms7MAdhLZKOTqjeKGZFMdmdJqa0igCp//WoADpyoqY16EKTGqTzCOXij9r9XhqmRZbS2htzzIRbd1zQddv8pz7NfdL8DuO9+6dnew+1bs2yy9Lvl40WOXFrEgoGIrshZcQei0l6Br2QXGw7+zFuVe1r7ydLPfNWMSDejXSY/1e8pxOMXsV21K7l1zK+swrWyP6RuELxdck53MVfd6N1s2j4w0MNlQ8E65XN3uchKvdz19ps9+4TrLeEC3INYvnHC45lF6zzZ1fdesXlv0TLhqZxnW7SlH15Y63Dc8mOVj15GKapfXn63DZIExqk8gvl5YJFuH/blNcW4/NDek0AEUbqC4uJjNx15//XXnIrMvaJ5I89TNmzejbt261b7n31J5QQoG94m3+4uFJv9kzeCKGGPCVXHgHjNDDnHST5YDZKkgt7sGuaAQZMHgLU/uUEWhCb2oaCF3CbLooA/Fhdi+fTurFCtXrsRLL73EYli0b9+eKRBI2ULWGXJU93zX5yfIwqJNmzasMlZUVLBdUIYNG1Yt2btfyx0KqkrKH9ophhoJWZiIsiUXmW+++cYjDbkB/VnEFQWyBHBF52UFwlcab6sWRWX0sQHZQH6RHY+O1LGI3occ26oO7q7H0O5S+Rw6Y0JwgLLaWnbXvMmvqMivgPpCXHGnrRNdp6ric4ur9JI0EqsMu6y1SpN6SrbzyFfLzcLgxqXDow6cmoOY0p9k4095kVzLMWd3v55YH72tcvksJ6Pd52obned63YFdtBjctY7knL3HyxESpJK3HqjwPvkrq5Bf2aHfytyehaLTN2ugw4L18qtrzudkddizfcuvulU+o7c67ArFzJk6SM9WSr9ZXuFhSTQqMQij+wqKahEyYw4NUsuuvsmtWklkI1NvWH1zyJSemSYSYjA8keNnjWjdSI/PnpYq6WlyGiJTh6ncfdXhcqN3y7Ryh4wovbd6TpDbxp/B4kivDpb25aI1haWwxGlx4X6OeJ54DVfsFYK1gUIrbe8KnV5y3Bvapu1hPnfKGaTTeV2HFaY57aSkblmzzsNWUQZVtDAYNPQaim96RUjSHkw2Masad2h11Xc52aHzYn3lno52irh3aCA6N9cxxcWSbeV+16YowPbATlK3nf0nK9j2jHLtidqMNygOglz9FNLZXUzbK1gsAtchIpsMK730mW7vTL0v2Ujk6Skb9zKiOBbTButhMtvx1dJyr5aLt7uciDFJIRjbT/q+2XusDKHBap/vMK9lJWOZIZaVe7/QvKEOC9YV+swLuW/I1xvKi682Zat2myJo+3Qi+YKZxQQZnxSIqcOkfcKBU0a2FazcNct85sVbHRbyQvX0vhHB7PqnqA67nCoqdIb1DMDI3oF+2ab+atir1Nj/9fj666/xyy+/4P3330d0dDSzhKewAzSXlJvTilCMRG/z0Kr4WyovfEEuIERubi5z/RChLUhJefH000/LpqOJu6h1Ei0mTp48yQqQgm1SPAiKXeE6cSdXE4ovUd2Alu7a3NTUVFY5RowYwdwkXCErkcjISPb9+++/Z24fFBNDhLRcomLE/brXe7679QVVZFIq9OvXz8Na5UYhTR4pRshCg9xxBgwYwNxzyE2EXFVI5iRjghQ65EozaNAgFivkz0CdrdVmZ8EkgcoXcg2XuBXuiP6g5FN6Ka/yuBioitLQLhrN41TIuGKTdOgUhZwICaiU8a6jnj6ItIMFBWqUDiEEn1NfPqXkZkA7ALgTFa5Eenb1g2IStL87ycY9yKb4v7xsHEG7ghVslxLPNDYktVNDo1bgmbGeL7137tPhYIoVi3+3+J1s/Ckv7j7MQh1WeATnEu/ljhirICpU6ayT7mnIPYishoS2UUmQQXApcb3uHyfM2HWgcqBIdGyuZ8E36XXiqp+tFalGlkvASXeycy1sRw13oiPVSMuUjp4pSCVZGuw7Xl6N9l0pV/GZ5GI2VAbBUyDrauXvonwvu6Rpl6DCnUk61hZ+WFWBolLPNrH1QBmOnJFahbRvpmPBNz1lo5IE43QnO8/KYlq4Q+b95zLNTt9xpVLPAmVS4E4RlWPU+tnCEqeLG9G6oYYFZpWrw67PKuffTX7c7lAdunjZ6pQlDaKpzlBwSddr5xXZYBM1bzdISYoQxyKgYSyKjpx2/h7YUOiHS5LTYC0tQ3lmDjvHFW1UBDQhQewcd6wFubDbrFCF14Rri1dG1BSO5+V4zRPFrlDH1EfJ8s3y1yWrDZVa3orEYYVZceh3fHKul+R420ZaFgjVo5zClaxeeONynhX1asm9a1S4kF1Z16hNPzkuiO3AsGBTKbYcMPplm6JAkbsPSxVO7Zvq0DJB69GeakaoPGJ2uMdLiI32fNdQuvNZwkSzYV0tGtYF7mgrdRUa2TuIfd6aXeqMbVX5LpaXzeUCz/eDGB+jhodslJ6yaaTGXf1o61Mbvl9ZwawXvXG7y4nYvLcEh05L380dWxjQqrHeo6yiq+oXrpoRV9tzzFDLR79ACnTXvJy6KH3mdo21LLC2e5uqGa6quk1Fe7ZhSnf+kvAMcTFq9i48cFqaN9oJJKGuBm/NkO611L6JFi0aesmLTKwPEYovUd9HXmjHINo5hD492kiVsSN6BbLPOz/m4/CZCr9pUxz/gcIikMU9zc0oTqM4X6YNLzZs2OCxgC1Cc0RaXG/RogX27Nlz3ff9i+uwbo3yok+fPvjXv/6FLVu2MIUDBdakWA0UINIbZKVAVgVUGMnJySyoJF2DJtdkWUHuExSrgWJcUCBPUlpQME6yOPClmZKzJKBrk2UDxeIghQq5YWzatIm5n9COIN9++y2zfqDAnwTd/9ChQ0yZQvemAJyUD7HiuXO957tCMT3IjYMUNqNHj8bNhqxAyCWFrFgoL6S4IbmTpQm5q5CrCFmN7Nixg+1Y8meh6M/ns21oGS8d3NH/pLUm5YPcoIAG3q0bSNO0ileyyTsNZMj8cVxvDXq3lXYqjesJTdJ1YksDEBrsu36S081s0N/MJSI/TQBoL3HS3nvj9AUzakUqWUBIEfpOQdvo2PXK5kKOHS3ipK+RFvGCz2pmrudgJb9YsC5pGe+WJk4ICnitBNh82IKvlpskn33JQmdI3+m4P8rGn/LiXk5pWRRZXDpgaJOgZpYK6Y6JpHswOCqPNo3UHmloAEuKK3GbP9pxwmHt7jyHBsVnMyuvSwNXGpi4fmiln6wsSIEhQivHTeO0OO4Sad4dOkaB2yjgpwh9p7gWdE337VjzrllYIENvsjl3ycYsnVyhtkt1+KK39k2yaSiVTeuGamf7JprWV2FSPx0u5Njw5ZJy2cE7QQqg85fMkg/FoCDZkALDKZsAJZrEap1mznLQsdo11JLAdoKsNDjhcJsRt6Xt2ko6UG3XVM+2rKMtm+m9Jn5o61JWh+Pc6nAdNQvk6A2qGxSQkwJ+itB3Vocd6ejaRFuXekar+1SnfF27upSlXUTZuQzEjBko+T169ACm2ChPF3bHurppF2oOSYRSW9lGoscMhM1iwdWtMgMrqwWWi2ehbdrOw6KCLCQsWdLgn66oawsBQC2ZMjuHmI2V13VRYKjjmjIrD3PGWfa/vUTYstT1c+qC8K6h3UNcy6lRPQ1Ou21/6wqli66hYgE/Reh77Roq584lpNd6YlwQ4mqr8cPyEq+KC39oU0Vldly4ZJF8aEcEWtmlnRdEggMUaBJb2S7koHQxUSrUjqp8FvpeJ0rNjhUU2/DG93keH2LbwTL23TWPgmys7Lncn5PJxsu7mMkmwT2Niik2RNk0i1Xh7v6CbD5fXO5TceFX7z6PfqGCxb0gKzBJvxCvw3E3azFX6N0v1y9QXAv3dHL9AuWFtpV2/dDKP9UbUhqI0PbkjeprJLt+uHPyvJm5PohBkgn6TvmjYwTt5PPAyGCEB1e2O1IEUP9HW6Z65sXsyItWkpfGsVrJbigeeTln8p6Xcyb23KQocf8Q2w+Vs+8Xc6x+1aY4/gPNdyneI20gIUKL1rT4v3//fq/paJ5KC80PP/zwDd2XW17IQFoj+pDPDk3ESWlBQSB9TcYpvgQF9KRAnzTBJqUEaaFefPFFdpzcHSiuBSkwyLSmRo0abEcMmnRXl65duzLrA7o+meXQLihk7UGxKf79738zaxG6B51DeRHjQLz22mvsWe655x6mKKE4HLTzCQUEJWUHbTHqyvWe7wpZgJDFBcXe6NGjB242ZPVBlhcUHJQsPGjXFlKsUP7uv/9+tiMJafJIE+gaP+TPsPmgBQ8O1+Ke/lrsTyatsZIpHdbutbC4FOQmUStcwTr2UkcfuemgBRP7aFFqpMGhle2zToOPeRtNzoHD1sMW9O8kbAWalmVD7RoKtld7SqYVyW4rAO6kZlrZdl1ThwRg2Y4KtsPDkO56NhndccQkmfDSCkPmFaGTPnTGjIFdbHh8bBCW7RBWHUb1MrBAWnTsetl6xIL7Bmswqa8aB1NsqF9TgZ6tVFi/38r2qyfZkM8rTXZF2Ww5YsG4XhqUGYHT6Va27zsNmH7dItyfFBjX3AJWNa0n/J91tWqXCX+RjT/lZcM+Ex4bY8DUIXrsPWlGfIwKfTtosXKXSajDWnFXCTvLI7F+rxF3DzAwU07aGo8i17dvrMGsNS6rVQdNaN8kgPlXbztsYivmw7rrsPuE2TmQ9QZt+3kqzYjHJkbg17WFKCmzYUy/EHa/TXtKJQNQkk16tvDce46VY2RiMKZPjcR8hzvInQNDcDHbjD1uFhb1amkkW+fJsemgCQ+P0GPKAB32JVsQF61EYjsN1uw2V7bvCCUbtIt1eOMBM1tVLK2w4+R5K1Nmtk1Q4+cNFc4J+IQ+Whb8jmQk7t4iQgHZfE0uzqSbWBT8R8aFYcGGIiYbci0h2WzeV7nrAw1AaVs9GtwStJI4vFcQnp8Sjt82CKvPEwYEM6XEXsdOKyT3Q8kVuHtwCHQaJTKvmNkKFw3IP/2lwGNYQIqvlAwLpgwyYPnvFeyZh3TVsTr8+zGXOhxBdRjIdFjqHEoxY0AnLR4dFYAVu4R7j+ihZ3X4cIqQX6oje0+ZMKaXHhrHLgx922vZJHzTASO89zTykOtHUPMEprSg3UKIs+9+hTY/vg9z/jVcXrkFtUYkofaEITh01zOVz/jRDNSeOBSdVs3A+U9nIrBxHJq8/RwyZvyGioxs2XuV71yD4LufQdCYh2A8ugvqug2h79Yf5VuWCtucavVQRcWwHUhc3UNUNevAbjHDVnBV/rpbliF48nMIvvNJVOzZAEVgCAvgack8B3PKUa/PfjbDgjPpZtw/PBCLt5ajtMKGYXcYmHn79kNGiWKCdh/KcEyUaeV3cDcDnpwQjKUON5DRiQY2gTroWBVO7KBjShDaLpUmF+5bep6/ZPXrNpWSbmZxXR4eG4rfNpaw9jQqMZC1py37yyWTKHrX0Oo3QbsTDe8ZiOfuDsfCTUIZ0taNGZfN2HeygoVkoYmcHDQppGPhNaRbG2/Yb8ajo/S4d5Aee08J7+I+7TVY/YfjXayp3OFHlM36/Sbc1U/P/j953sJ27mjXSIPZ6yplM7Gvjslm4wGTRGHI8uJFNv5WTkTyeYpPVIHH74zAL2uvsbIidw6qz5v2lkj7BbUC6ZeEfmH30TKhX5hWA/Md7iB3DgrFxWyTZ78QXXW/ILYpel8+ODIYi7aUsrHaiJ4BzC1i26EKiTKAnltsU7Rjx5DuBjxzZwgWbxH6srF9A5F52cLcM4gdhyuQ2F6PpyaGYOXvZbBY7ejTwYA6USp88qunmyONIygvD40OxsJNlBcbc+VgeTlYLskLWa6KdZh26xjaIwDPTgplz0CM6xuIjMsWdowW0sT+wx1RoeNvbeqvjN3un24jSUlJPo+L1vfuUDxHcdHb3dVfPObOsWPH2Bxt0aJFN7wrpMLuLaACh3ODkCUIxcogZcdflenflntYBgzopEFUmIJ1vLtPWLHjmPASbVBbiUdG6LBgqwkHz1QO4ro0UzElR2igglkbkLLi0FnpIK9rcxW6t1QztwnqGI+kWrHxgMW53zdRWiKvxaYB/tg+erRJ0DClzrksCxZtLZeYez49MYhtZ/n6D5WdYViwAuP7GFhka6vVzlZBabDrbXVk8qAANKqndl4jNFxqytc8Vomk9iq2BWxRKbDntBU7HYE246MVeHCoFot2mHHobGW+OjdR4o5WKiYbmsBsO2bFkVTvCpukdioktVfjnz9KZVFYUO5XsvGnvKhpL1O31bHBXbVsO75rpXbsPGrC1sPCwC+hjgpPjgvAvA3l2He6cnDQvaWGKTnCgmhLXBsbGB9Ilg4eGtRWYeQdOtSJUjLFx/5kM9bsMXnEWryaUyQbefyeoaHMVJhWnWjP+rmrCiVmsK88WIOZsD/zf5WdXESoClOGhaJlIx2sVsEaY+7qQja4ceX/nqnJJu5fzpea4EbXk247SQPwgZ1JNgo2uN51woztjl1/yG/7sVEGzN9sxP4zlfnq2lyNxLYaQTZFdmw5ZMZBx6Q8oY4Sj470vuMETUZoEkPkZsvXHZLNXYND0KGZYEJ99qIJ89YWIcfFJPfl+yJYRPZ/fJxbKZsQJZMprdCRbGgVbN6aIhSWVMqGFB4UnLN7GwOz6CBXlGXbinHotBGhkZ6xH2grZ1IwkAsJ5eXcJQuW7DBK6vBT4wLYvd/4qXKCQbIZl6hHk/pkjSNsublkewVbHRehQT/titChiYbFyKAJwLKdRmZNMOgFaSBmVyJ6dUa3zT9jd9Jk5O/YJ/nt6P0vIXPOUue59R+ciAbP3gd9vRhmiZH2f98ja17lzlhEeI8OaPbBdIS0acYUH3Q85Y3PYbdUlnm3fwlmsU45NmnLtjylrVFtxdfY7iEVezcJzxXbGCGT/4GSFbNgOra7slwHTWKWFdc+ne712dR1G8CQOArqOvGwm00wnTmC8k2LJDuTvKx+T3YnnvFJAWjTWMPMalOzLFi4uUziwvXcXcHMNPuVbyrduGj1d2K/AObiRlZTZHHx2+Yy57vm+buDmfLCGw+/n4+gEJ3ftKm8KyWy7WnSwGBm7s7aU4YZv64rlmzb+NLUcNaenv+0UrFEdfquwcFo0UDL6vDJNBN+WVcsaU/uzHqjFpZtK8GybaUIr+HZnsjaYRDJJlzJZLPzuBnbjpidMSueGG3AL5sq2GKJSLcWavRp53gXF9mZYuCAQ3b0/n58tHfZrNtnwvp9giJK6Rb58XaWU/ZF6XvZNSbFPUPDKvuFC0b87NYvvPpQFOsXnv4gR9ovDA9DK5d+4edV1zz7hWdrISPHjC9+zZf8HhCsl603E/sFom1jwUUiLdOC+RtLJduPvnBPKGtTL31VIGlTkwYEMlcuVm/OmbFgU4lkJxFyGyFFQuP6wruPLE+WbS9jMTDkAgWzvPQPQrsmQl5SM8xCXlzq8AuTQ1kdfvGLymej3aUmDQxCC2deTJi/odRnHf7xtSgs316KFTsEZbmVEvpJm6Lvf1VS07xb5d1OHn7ogRtSXpDb/vTp03H69GlJXEj6jWI5kuW+K2VlZRg1ahRb0KeF+L1792LKlCnXHbCTKy84Nw1yXaEKTDEzyNfJXRP3V1Ze3E68KS9uF+7Ki9uJN+UFx1N5cbuRU17cLtyVF7cTb8qL24Wc8uJ24Ut5cTtwV17cTuSUF7cTd+XF7UROeXG7kFNe3E7clRe3E2/Ki9uFnPLidiGnvLidyCkvbhdceXHzSWgouDNeL+vXr3e67btuvEDxIcm1330zhX/+85/Iy8tjoRiIG1VecLcRzk1jxowZOH/+PN5+++2/tOKCw+FwOBwOh8PhcG4W9v+xUJMxjrkeWVm4xoWk/+XiDi5evJiFI2jXTogXRa7+BAX2pDiNYqzGquDKC85NY/78+bc7CxwOh8PhcDgcDofDuYVQTESKdUgWFKLyoqioCKdOnWJxE90hq3xXyGKDNrogi33a4KK6cOUFh8PhcDgcDofD4XA4nGpBVhSkpPjoo48QERGBOnXqsA0loqOjMWDAAGZZkZ+fj+DgYOZWEhsr3ZJcDOpZu3ZthIVV3533f8t+hcPhcDgcDofD4XA4HD/CDoVffv4MFPNi3LhxePXVVzFp0iSoVCq246VGo0F2djbuuOMOrFmzBjcTbnnB4XA4HA6Hw+FwOBwOp9qQsoJcP+jjDgXhPHPmjNe0Xbp08XncG9zygsPhcDgcDofD4XA4HI5fwy0vOBwOh8PhcDgcDofDuUX8WRcNjgC3vOBwOBwOh8PhcDgcDofj13DlBYfD4XA4HA6Hw+FwOBy/hruNcDgcDofD4XA4HA6Hc4vgbiM3B255weFwOBwOh8PhcDgcDsev4coLDofD4XA4HA6Hw+FwOH4NdxvhcGTQaP1Hr2cyWeFP+FN+lGr/KSfCVGGBv+BvstHo/Ke7KSs1w1/QaP1HLoRWq4K/0O1fifAndr+5Df6C+j3/at8VZf7TpgyBOvgL/tQnEIZALfyFwBAD/IkAP5KN1WqDP2G32W93Fv4n4G4jNwf/6v04HA6Hw+FwOBwOh8PhcNzgygsOh8PhcDgcDofD4XA4fo1/2atyOBwOh8PhcDgcDofzP4Tdzt1Gbgbc8oLD4XA4HA6Hw+FwOByOX8OVFxwOh8PhcDgcDofD4XD8Gu42wuFwOBwOh8PhcDgczi2C7zZyc+CWFxwOh8PhcDgcDofD4XD8Gq684HA4HA6Hw+FwOBwOh+PXcLcRDofD4XA4HA6Hw+FwbhHcbeTmwC0vOBwOh8PhcDgcDofD4fg13PKCw6kGCbUV6N9BjZrhCpSUA3tPW7HzhNVnmtYNlEhso0JEsAIFJXbsOGbF4VSb5JzpE7UIDfTUxL47z4gyo+886TTA2L6BaN9EC51WgbMXzViwqRSX86X3cCc4UIGJSYFo0UADpRI4kWbGb5tKUVhqd54THqzEuL4BaBavgVoFJF+wYNGWUlwp8Lx247pKDO6iQa1wJUrK7dh1woLtRy0+89A2QYV+HTSIDFEgv9iOrYfNOHBGKs/WDVTo006NqDAlKkx2nM20YfUeE5N/VWg1wMg79GiboIZOo0BqlgVLdhhl8y+RTYACo3vp0TxWBaVSgVMXLFiyvQJFZZWyUSqAwV116NJcg0C9AhlXrFj6uxHpOVav5TQmMQDtxHLKMGPh5rKqyylAgfFJAaycVArg+DkhXZFLOYUFKzC2TwCaxVE5KZCcbsaSrWWyz9m0vgrDuusRE6lEcZkdO46asOWQyWceOjRRY2BnHSJDlcgvsmHjfhP2nTZLzqlXU8lkVr+mipXT3lNmrNljhNX34wmy0SowoV8QOjbXse9n0s34dV0xcvJ8t62QQCUmDQxCqwQdq8PHzprw6/piFJZU3rRXewPuGxHikXbTvjIs3m6SLafRvQ1o21gj1JlMqvPluFyNOjOujwHN49VQKRU4cc6MRVvLJeXkSmI7Lfp10uPV74t8XpfyMy4pCB2aCbJJSTdh/sZSXK5SNgpM7B+Elg21TDbHU01YsLFUIhtXwkOUeOvhcGzcW44VO8o8jjeup2LtOzpcieJyO/44Yca2I77bdztq3x21zva95RC1b2ma1g2pfWtQ09G+UzKs1Wrf6gbNEJA4Cqqo2rCVFsF4YBsq9myUPVfbuhuCRkz1eq2SFTNhOraHfVdG1kJA0lhoYhvDbrPBkp6Csk2LYLt21XeGAOjr1EKvI6twYOzjyN+xz+e5tScORcLLjyKgQT2UX8hC6offI+vnZZJzQju0RLMPprO/lqJSZM5ZgpS3voTdLG17cnVmZC8D2rnW4a3l1XrvjU00oJmjDp88Z8bibd7rcO92WiR11OP1H4r+Mvnxx/btD7Lxx/7bX8Y2TVifqUN0hNBn/n7MhK2HfLfB9o3VGNBZ6+wzNx0wYf9pi0efObKnztlnUp+6do+pyj6TxjWjeurRtpGjzmRZsHhbRbXqzJjeejSPU7NxzcnzZmFcU+o2rummQ9cWWjauuXjZiqU7KryOa/ypDnP+fvzPWl707dsXTZo0cX6aNm2K9u3b45577sH+/fv/1LUXL16MO+64A61bt8bGjfKDpv9VlixZIpErfZo1a4ZOnTph2rRpOHXq1HVd79KlS1i9erWk3L744gv4E/WiFJjcX4PcQjt+2WzG0TQrBnZSoVdrldc0LWKVGN9bjdQsG+ZuNuN8th3jemnQKr6yyQXowBQXa/dZ8O1Kk+RT4XtOyXhgZDA6NNWyyepPK0sQFqzE83eHIkDv3SyNOqinJ4YgvrYac9eVYt66UjSsq8Yzk0KgUlZ2kM/eFYJ6tVTsnBnLhWu/MNnz2vVrKXHfEB2uFNgxe70Rh85aMbSbhg1avNGqgQp39dOyycrMdUakXbLizr46NiASoe9TBuqQmWvDnPVGrN1rRkIdJR4ZoWcDjqqYOsiAdo3UWLHLiJ/XlyMsSImnxgbAoINP2Tw6KgBx0SrM31KBBVvKER+jwuNjAthASGR0Lx36tNdi0wEjZq4pZwOOJ8YEoEaovNzvHxGE9k21WLq9DLNWCbJ8blIIAnS+y+mpCcGsnKiM5m0oQ0IdNZ6ZGOzMCyunO0NQr6Yav6wvFepAENWBEI9yomd6eGQALhdYMWNVGfYnm9ngqX9Hrdc8tElQY8ogA5LTLfhhZRnOZloxeaCBDc5EaPD6xNhAmC3AT2vKmTKEZDMuUY/q8MjYUHRqocfCTSX4YWkRG1i+ODXcdx1WAs/dE4YGdTWYvaoIc1YXo1F9DZ6fHOasw0T9aDWyr1rw9ox8yWfdH6Wy171vWCDaN9Zg2fYKzF5TxmT5zJ1BVZbTE+MCERejwq8byvHrxjI0rKPGU+ODJHVGpGNTDZsIVYeHxoQwpc7izSX4cXkRwkNUmC7TBt3z88ykUMTX0eDnNcWYu7YECfU0eO7uUIlsXJk2PBgBevmD1L7vd7TvWeuMOJRiwdBuWvRtp/HdvvvrcIba91oj0rKsmJTk2b7vHahn7ZveG2uofddV4dGRBp/tW1UnHsETn4A1LwclC7+F6cQ+GJLGQN99oOz55tTjKJz5vsfHciUL1sJ8mFNPCHILCUfIvdOhMAShZOkMlK6ZC1VUDILvehpQe39WQl83Gp3X/ARNmKeizJ3o0QPQds5HyN20iyk68nbsQ9ufPkDMhCHOcwzxddFl3UxYy404NOkZnPvkJ8Q/Mw0tPn21yutPHUoTPg2W76jA7LVlCA1S4umJQTBUUYcfGyvU4fkbyzF/Yxka1FHjiXHydbhDEw2beFQHf8qPv7Vvf5CNv/bf/jC2iY1W4qERBqYw+XF1OQ6cMWPEHTqmlPXVZ04epMeZi1b8uLIcqZlW3DOAJvfSPvOxMQGsz5y1thxbD5mYwmtsoo/BiYNpQwKYomD57xWYs85RZ8YHVjmueWy0o85sKseCzeVoUFvN+m3XOjMmUY++HXTYtN+In1aXwWYHnhwXiBphSr+uw39FtxF//PzV+J+2vLjvvvvYh7Db7bh27Ro+/vhjPPDAA1i7di1q1659Q9f94IMPkJSUhCeeeAIRERH4O7Jz507nd6vVivPnz+Pf//437r//fmzatAmBgYHVus6LL76IOnXqYOjQoez/RYsWQaer+iX+3ySpnRrZ+XYs2iFoz89mWVln2Lu1Cn+ctMIio5ju31GFE+dtWLNPOEgacupg+rVX4fh5QSsdEym8ME6lW5FffH15opd928ZafDa/iK0EsXxlmPHeY+FIbK/Hmj/klzc6NtMiNlqN17+/huyrQt7IcuCNB0PZsb0nTejQVIeYSBX+9f01XHKck5VbjPcfD2fnHL1Qeb2BHTW4dNWGX7cI2pYzGTYmm6T2Gvx+zCIrG1rlOZZmxYo/hHynZNjYAHJgJw2OpAoJ+rbX4HS6FYt3VK5y5F6z46mxglXEsXPeVwOoU2zVUINvlpUxywmCBlhvTAtCz9ZabNgvrxmiAUa9miq8O6cEOY4VnqzcMrw8ORDtG6nZynFYkIJdY9H2Cuw8JuQt+aIFr90bhP4ddZi9WroqQ4OENo20+Py3Yra6IJSTBe8+Gobe7XVYu7tCNi80cKPJ9xs/XEN2npCXzMsWvP5AKDo21WLfKRNblYqOVOGNGYXOsszKteLfj4ax9HuTK2U0pJswkPx5vXA/kq1KBfTvpMO2wyaYZcQ5vLsOR84KFivsOdOtbEVmaDcdm8QS/TrpYDTZ8f2KMqbEOXUBMFnsGJ+ox4b9RhQUy6+kEA3ratCuiQ7/mVvArAMIsi748JkaSOoUgJW/yysZOjXXIy5Gg39+dRWXcoWMX8wx453HItG5hR67jwvPSPI7n2VGWqbnSpnB7fUUX1uF1gkafLmoBCfPC89Gq0hvPxSCXu20WLdH3gyKBm71a6nx5k9FyHGUE7Wn16YFs0HXfoeVCq00Db9Dj55tdCgpr9okhSZIbRvr8MkvhTiR5pDNRTM+eDISfToasHqnp4UEQcqO2BgNXv0m31knLuZY8NYj4ezY3hPS5+jTgSxxvM8mBnXSIIva92YhHSkkWPvuoMGOY2bZ9j2ki1Zo37vEd4KVTQwGddbiSKrwXkrqoMWpdIvEAia3wIanxxl8tu+AXsNhzclA6fKZ7H/zuZOAUgVDj8Go2LcFsEjL2l5WAmtZieQ3Xac+UNWIQdGsD9hxwtBrGOzGchTP+8R5jZJreQie8BjUMbGwZKR6ZkahQN3Jo9DsgxdR3bFfk7efQ/aidTj9/Hvs/6sbd0ITHoombzyN7N/WsN8avvAgLMWlODDmMWZpkbtuB6zlFWj52WtIff9bVGRky16bFK1Uh79aXIJTjjqclmnBWw+GoFdbLdbvla/D7Rx1+O2ZlXU4M9eKV6ZK63AQ1eEeetxRzTrsT/nxt/btL7Lxx/77do5tDqRU9ldkXUl95twNFc7+j2RDCv/tXvrMoY4+c6nYZ14U3n3UZx529JlJHbWsz5yxUlj4OHXBCpMFGJeoY5aN3vrMeMe45uslpZXjmqxSvHl/MHq10WH9Pi91prGGKWvemVXsHNdkXrHin/cGMWXegWSzc1yzcCuNa4S6QIsWr08LZmOEXzeW+20d5vw9+Z+1vCACAgIQFRXFPjVr1kTjxo3x5ptvoqKi4k9ZTBQWFqJjx45s0m0w/O9oBK8HUa70iY6ORrdu3fD6668jPz8fe/YIZrg3AimDqqv4+G9AnVV8jAKn0qUvzxMXbNBrFYit5TlqDQsCokKVHmlOXrChRqiSad6JmAjBnPJ6FRcEmUVSWjL/Eykps7MJDnVwvtJl51mdnTtB33OuWtGqobCicCTFhPdnFzo7d8JiFTpUjVohkU3DOkocPy/txWlgQ7KJj/F8vYQHK5iZ+AmZNGReStYLdIezGVbsOSU1tbxyTZCnKD9vNItVs8HB6fTK9GQOSwqkFvFqn+ku51udHTxB32nlpXm8INMm9dVQqRQ4mlp5bRrgnThvYWbF7jR3lNMp13IqtzMz2JY+yonSkeuEqLgg6DuVk5juyFkzPvi5SFKWleVUeS1a6Uqoo8KxVOnEjtLTCkmDOp6T14gQBWpFqHDULc3hs2bUDFexshJlRpMBV3NXGryRaSod80WrBC0qTDbn5Jwg09wzF8xo3UjrMx1ZVIiKC4K+Z+daJenq1VKziXt1aB7nKCfHoNBZThkWtGzgo5zihXISB2EEfaePa7pBXchkV4PvlpXieFrVeWrRkGRjx8lzJmn7Tjex5/cGuYqQbNzbN31au6WjFbVxSYGYvVr+BSS0bxVOuE00aOJB7buBt/YdrsTxc9JnPJpmkbRvWrXdc9JL+w71MixRqaGObQzTmcOSn02nD0KhM0BdLwFVoQgMRkDiSBgPbof1UqUWVtO0PYxH/5AoP6zZ6bj22Yvyigtyz2ndBC2/ehOZc5fhyNTpVd7bEFsHQU3ikbNcOvbIXrIegY3iEJAQy/6P6n8HrqzdLnERyVm8DgqVClED7vB6fTKDZ+899zqcaWHvfW9QvZSrw5fzbGjheO8RA7vomXva98tLcaIaddif8uNv7dsfZOOv/bdfjG1UQKM6Ko+ypH5f763PDFYw15tj7mnOCu++qDDh+k1j1aweSvrMVKHPbFrfx/gkTn5cQ3VGbuzhmi5HblzD6ozabVxjlo5rzpm9jpn8oQ5z/r78Tysv5FCrhYao1WphMpnw4YcfomfPnmjXrh0mTJggsSggF4n+/fvjnXfeQYcOHfDYY48xNwnin//8J3NxIMiig5QivXv3Zq4kd955J/bu3eu8DrlBkLvKs88+y1xX3n77bee158+fj8TERLRp0wZPPfUULl++jOeff57lp1evXswSwVVp8uqrr7L8tmjRgikM6P/yckErSvds3rw5tm/fjmHDhqFly5YYNGgQs4QQIQuU2bNnY+DAgSyvZPGwatUq53G6P+WTlDNdunTBI488ggsXXJbafSBaTIgyttls+O6779i9KC/07GT1cvHiRXZ88uTJ2LdvH5YuXeqUpavbCP2dOnUqvv/+eyaLVq1aMTmmpaU570nKEtf8fvTRR5gyZcpNcz2hDoliCVwtlGrD84qE/6NkXAWoc3c9xz2N6F4QE6FAuRGY1FeN1+7R4vXJWkxMVCO4GvowWj24es0Ku5uS/kqBFbV8rKTSSr2czzz5KIrpyo12pGVZnAOcOlEq3Dc8CMVlNhw4ValNp0EIyYZWVFy5WmiTyMGVWuHCs+c6BjLONEXC/9TB09VW7jbj5AVpPlvGC/nLqcKfkvxTKQ/usqF70sTKGzRZl/PVpHQ0KBHOUTL50CRbkv9rNmaGTD6grlB8CdlyumZDdITKZ/mSIsUd13QVRjvOuZXT1KGOcjpdOemNDFGygZn7s4llID6bK+I93NPQcxIkR41KuLb7OTSAIRn5kjV7xhpq5BZ4yoaeO7qG2mc6uZgYl/MtznQ1I1Qw6JTMfeK9JyIx47Wa7G/3NvLuLNGR3uuMnHyc6SI8n5+lo/YUUZlux1EjXp9RxBRG1SGmhkpWNldINj7aN6WTrTdu6agV3j8iGPtPGZlfuByRoY727WjP7u1bVGC5IsrK/Z2Q53h/UhrWvv8wybRvoexcB9muKMNqQKHWwJp3RfK7rSCX/VVF1kJVGHoNZ31g+bblLteNhFIfAFthHgIGTULYPz5G+EtfImj8o1AEh3m9VvnFbGxr2h+nX3gf1jJ5CypXgpo2ZH9Lz0r707K0dOF443go9ToExNVF6dnzknNMVwtgLixm51z3e6+gijoc6aUO0/vSpQ7vPGrEGz8W4Wg167A/5cff2rc/yMZf+29/GNvUCFFC7aPPlJWNQ/657mkKq+4zS6vRZ9L1vdZhl7KXq2vueXKmc9yPZCc3rsl1jGvI3cYf6/BfEbtd4Zefvxp/K+UFTczfeustZpFBioaXX34Zu3btYhNemkAPHjyYTda3bdvmTEMT7StXrmDZsmVskiwqN0h5QYoFcpkg15QDBw4wRQgpJcjCg9wnjh075rwOxdmoUaMGli9fzibtYryHdevWscn5559/js2bN2P48OFMMUFxNWjC/sYbb6CgoICd/9JLL7GYEl9++SXWr1/P8k/5WrBggfM+lB/KxyuvvMKUEpQXcs0oLRVMsGfMmIFPPvmEKRHoOClapk+fzqwlysrKnHmbO3cufv75Z4SHhzOlDsnOFxkZGey+5IpD8S+IOXPm4Mcff2T5pvx+9dVXTBHy/vvvs+OkYCAlDcndVUnjCsn14MGDTEa//PIL8vLymKJIVI48/PDDSE9PZ8/1008/4ciRI0whcrPQOxYrjWbpG9rkeJ9SkCJ3xAksrR64Il5DPE5uIyGBwKWrdszZaGaxL+KjlXhgiEayci4HrZhTZ+MOacJ9+Rsa9IK1hzv0m0Hrme7JCcF448EwNI3VYNHmMkngK1qBEO8pfU7hr05mgZhWdIT7uedbelxuoDWsmxZZuTYku1m0yN1D/hm9X58waD3LTMib3VkPSEbe5Mfu7SZ7KgtSMnhc02j3OPfPpHt8XDBevz+Ureos3ioN6inWB4/66EPm4vO6p3E+p7byWb3Jw5esCTKnlavDZI3hqw4L6WzyddiRjlxGiBphKszfUIxPf7mGC5fMeGh0KHq3N1Rf3qaqy6lc7vnN0ucn6x3bdVi+kuJFLj+uz+g1P17SuT5H/y4GJhsK5OmNyrZ6c+uNt/Y9vDu1byszz5ZDoRfKzW6SmjDbjYLigKwvfKEICIaudTcW4JNcRFx/JwL6joEyOAwlS39A6aqfoYqpj5DJzwEa+UybCwpRkeW7X3RFHRrE/lqKpG4s5CLCjocEQRMaLHuOeB6d4w1vddi97Kv/vvyzddh/8uN/7fv2y8Zf+2//GNtUppXmQTwu8+7z2s+K7z6FyznwOc7wWme8jk981BlfddiRH29jH/E3Ofn5Qx3m/H35n455Qav+NKElLBYLs7Ro2LAhPv30U5jNZjZ5p8k/BZwkKOBkcnIym3CTNYQIWVzUq1dPcu3g4GDm4kBWDidPnsTKlSuZooCgyfXx48fZdT777DNnGrKsoHTEoUOHWJ5ee+01lidKS0FFNRoNy4eYn4ULF7IJPykRevTowRQDovVH3bp1mZIhJSVFkrdnnnmGWWWIeSfFAZ3Ttm1bZnVBlgnjx49nx0lZQW40lBcKnFlUVMSUEKL1xLvvvsssOn777Tc8+eSTznuQ0kGEZEn5piCm7733HlMOEfXr12fxQfr06cP+JzcbsgQhhQ0RFhbG0un1eq+xQyhf//d//4fQ0FD2PylbKH8EKSlIQUTxSxo0aMB+o7IVrThuBooqFJL2G0njSLR0p4UFRcq6KvyQftmOywVmPDxMi3YJSuxLFt7cCplr+rqHuya8utpKuX5i1c5yrNtTji4tdJg2XAiodFwwnKnSzVsuH9WVjSu0mvPQMB3ryOZsMEpkfjNlU510VeVf4QhIVXlNxS3Liyur/yjHhr3l6NxCx6wvlIoS7E+x3bDMq5Pmeq7L5KL875XTmXQTPvmlAKfPm5yKRnJPCQ5UYnSfQBxIKf6v5aUq5Oqw8hbmh1bZRvUJxNcLi2QnCdXJg7d83Ehdq0nte7geNpsQNNBbjhRVXtz3SFfX7g5WCSv2bZZel2zE6f1XWsSCgIpvdWvBFYROewm6ll1gPPw7/iwKuWh0kuzbPBuJxzmVLyL38vG3Ony78uP+Dr6defE32bjn63+p/74ZY5tDqfYbfs6q3pfUdKs7npStw9eZn+rkq/J14jtjdH1/alMczv+08oImuqIlgVKpZJNlUXlAE17irrvukqShiXhIiDRqeFxcnNd7kFKArikqLsQXAbkxuLqgREZGOu/tCk3wRWjSHxMT4+GGQUoXMa9btmxhViKk0EhNTUVmZqZz4i7i+n9QUJDzuciCIzc3l7mouPLggw86lS7kmiJaTogYjUaJqwZBSh+CLCFIYUB/SWlCChURUiIcPXqUKXAooCd9KM+1alVt3itC1iqi4oIgGdKzEGSFQsdcn5fOj4/3blp7vYgacsHCwl6ldYWrdt49jahVFlc2MnI90168IpgPUjwMscsd1tOAET0FhZDIgdNGtl2kO3QPXxMSOia/YqpAeYVnF09BzQjaTqxGqApDuhtw/KJR8uy0lZkr4oqN3OqCqKl3X9XxtmLbsLYS9w7UMauVb1ZUeLjiDOqqw5Cu0gCvh1PMCAmQk43w/N4gFx73ZxHS0cpF1fIjPngiXPL7wWRhwuxxvpfVpcq82KHzsrojl44CZYlBtihmwODuBuxPEVZ0xfPdn02UueyqjNH1uTzrMJVt5Wq6N5nZ3cpJ+l7df7JCtg6T1UGZTF0UKauQLwMhnXDP4lI7jqZ4VkDaUrVlQx2+el7qDnDwjMlLnalGe5KxvjJUkc6V4b0CMLK3NM4PmTCHBMnXG/EZvebHyyoZHaOB430jgtn1T50zuSnapANUZ71xez6dr3pjqrreuLfvqYP0Qvte7tm+XbFXCNYSCq3U9Ueh00uOe0PbtD3M5045g3Q6r2sUKrs57aQkz9as87BVlEEVLV24uFEshYLCTB0sLWvRmsJSWOK0uHA/RzxPvEajVx/H0H9I6/ChMyYEy9RhbyvZVVlJeVshlWNwdz2Gdtf7RX7k8nI727c/ycb9Wre7//a3sc2h1DKZ/s/zOeXyIe1nZd59RrtPCzTX5xvYRcsChrpyKMXMtoK9kbGEtzoslie9y2X7DcdvFNSW4rr4Wx3+K2L7C+7s4Y/8TysvaGIbGysEwXKH/F6JefPmeQSIJEWHK2QZ4A3xOnK/i9YLvq5Blge+7i0iukicPXuWxbMYMmQIcy8hyw13KJ6HXH7c7yV3D5r4f/PNNx7HRGsKEVGu9JcsXMiSg1xlSLFCViIEuXqQq8jo0aOZJQjFryDXGNetUatC7llEVCoVy/OthPYwt9rsLPaFK2LQKXd/UVcfRzqHdilxDYIoxi0g5UfLOCVTYFxxuQadQQuBpS4TlB2HK9iky5V2TbQsKJK0myS/SpUkYJU7FLipfi1Pv1HyNbxwyeLcrYNMyl3jJhDpORY0rFtZj2kgQrJx3yKUgpKy55TxaxSflXxKXYNmiWkuF9gl263d2VfL0sxYbZTdA3zXcZMzIrlI64Ya5j7hLhvyt7/sw9+WfGrr1vSUDQU2pD3PxWeizjnIoGCxHVyvnV9sw7eLpSv6bRtpWdA3j7yEK1lwMW+Q7y5FCHcnKlyFC9lCOcVGC+VEChJXKEhlwzqV5UR+qVRO7jEKxP/lYgzQlqris1PEdc80VmbRUFBs89hKjWRDMiKzT9dy2ndMOmls31SHlglaNml2fY1SvAqfdTjPgthoz3cZpaPdRYjG9TVMVruOSmMRkDsWyeI/v5RIAqa1baRhgcTkysk1sJinnGxshxp3SE4Xcrw/gys7DlXgqFv7pp1kWjT01r69By+jWCCiywzc0p2/ZEFEiJLt8kKfHm7xP0b0CmSfd34uYxHvK9s3la+1eu3b8RvFy8i6Wvm7+I5wbX/tqH0n6Vj7/mFVhWz7dsVakAu7zQpVeE24tnhlRE3heF6O17QUu0IdUx8lyzfLX5esNlRqeWsJl8CZf4aSFCGORUDDWBQdOe38PbCh0JeWJKfBWlqG8swcdo4r2qgIaEKC2DnExRm/YWn8VMk5FPmfAtzJvfe8xREhqJ3K1uFwJdKzq1eHdx31jJ1yu/JDeXEPTnw727c/ycYVf+i//XVsI/aZHrJx9HWufZtTNg55UbB2co+RS0N95jXqM0M9+0xSQojX/eOEGcfd60xDNQuCLTuuya+iDkfJj2vSHXWY4iTJjWvonLxCG34/YsLRFP+rw5y/L3+rmBeuNGrUiP0lSwSagIsfillBn+pCLhzFxcUS1w1SFFCchoSEqqOfV5fTp09jx44dzIqBAnqOGDGCWW1QTA5vChR3yGqBdl0hlxZXyJ2F3D3IeoTicNB5ojwohsV//vMfFrPDG7TjCsUNuXr1KospIvLtt9/i8ccfZ3E7Jk6cyNxWyGKkuvmtCnKzIdm7WoWQdQnFwLhZUMTlCzl2tIiTNhX6n7TLmTLWE7R7CCk9PNLECgGOrpXQBAoY1k2N3m2kL/Gm9ZXQqhU4l1358i8ssbNOxvVD227SSrNrVGfaWqpRfY1kZwt3aLU1uoaKBfYToe+1a6idW3nSjgX3jwhCeHBl/mmC2TROw7bYcpXN+WybMxCXSOsGQvCni1dssgOmvCIbWjdUeewdTwGbxG3CSA6TkrRIz7Hhq6XeJzb0e8YVm+RDW5dSR0xRtp2yMSiQUEfNLBO8QduaUeArCkQlQt8pgJgY4ZuuTbRtpJbs5kERuSnqtns5nbog7OhBu4e45qVRPQ1O+yqnC2ahnCIr80Lfa9dQOcuXdh25f3igZznFepZTWpaV7UHvSptGGpQZhbrlDgWopbrarpHGYxJASp58xwoayYMCLZIMKs9Rs4FfSoZFUk40gHT9kBsH1WGqbyK05WCTWA1OpMlvs0ZQupgoFWq7DMjoe50otXPnkqbxWjw4OlQS4I1kQ9uspmaYcT7byhRS4sdZTvFudaYulav3cqJjFICMPiL0ndqUr3SuXCuxIT3bIvk427eLbKh9N47VOtupHLQ7SYxc+46i9m1iA+e3ZhR4fIjth8rZd7GtUb05d8nG2uZ1te9CG9o0VHsMvKXtW4VJ/XS4kGPDl0vKq1RcMKwWWC6ehbZppcuiaFFBFhKWLGmQS1fUtQVrPEumzM4hZmPldV0UGOq4pszKw5xxFjeDsrSLKDuXgZgxAyW/R48ewBQb5elZ7P+rm3ah5pBEKF2i5EWPGQibxYKrW4WdvIzZVyT1lz7J6UIdbiZTh5OrqMO15OpwZPXrMMUL8Jf8yOXldrZvf5KNK/7Qf/vz2Ib6TJqgu0J9KOszHYsZcn1mG5exgZiGFBs0JhTHGTRecHirOc+hPvNspnDdIpk6Q2MQb+Ma1x1I3CHLElZnZMY14nhI/Ev9uwj16bSjDh3z1zrM+fvyP215UZXygmIx/Otf/2JbfNL/FIuBrAhoIl9dKM4Dxcz4xz/+wawgyD1EjENB175ZkDsEWXKQuwvFh6AdTkg5QMoX0a2kOjz00EP4+OOPmYUFxa2g4KRkDTFz5kz2HGQtQcqMF154gbmcfP3110xp8vTTT1epSKAgoGS1QUFHyWWEXGAoICp9J4sSCla6YcMG9iwiZPWSlZWFnJwctuXq9UC7i5ALDAUcJdmTdQvFw6DdV6r0j74Oth21YNogDe7so8ahszbUr6nAHa1U2HDAyvb6JisK8tvOK7ZDDDq/5bAF43ppmCvC6YtWNKuvYoOC+VvNzs5xxzEr+rVXM013SqYQoTmpnQqn0q04l+17ME9bvFHn8cDIICzaUsaiVQ/vaWDmkdsOVUg6b+qEMhyd7f7TJgzuYcPTE4OxZKtgIjmmTwAyr1icqxHbD1egdzs9C2i1cmc5rFY721+dInN/Or+I1q+d19900IyHhusweYAW+5MtiK2lQu+2aqzZY4bZIsiGFAI0oSl1ZGvjATPu7Ktj5u8UkbxFvAptE9T4eYMwYaX8jk/UMveaTYfMHpG0acDjGlzLHRp00MR5yiADlv9ewaxYyLWEBh2/O/YwFztwupdoWUBmmQM6afHoqACs2CVkdkQPPQsiKO7RToOzvadMGNNLD41Kwaxo+rbXsk580wGjbDmdSTczJcPireUorbBh2B1UTnZsP2SUKCYourlYTlQWg7sZWBks3SaYw49ONLByOugopx2HjejVVo/Hxwdh9c5yVqd6t9cJ5bRAagFCe64/PjYA9w0xYM8pM9ujPamDFit2Glk5kRkr7TBCgy9x5WXdXiPuGWBgdev4OWGbOtoXfuYaod4Qmw+Y2N7sJLMth0wsCvvwHjr8cdzsdb96kZR0M4tJ8fDYUPy2sQQlZTaMSgxk9WLL/nKJYoKi4ovbnu47UYHhPQPx3N3hWLhJsOYY3y8IGZfN2HdSKLdtB8rRt6MBz0wKw9KtJcxsuW+nANSpqcZ7M/PJvkmSl9RMK85cNGPa0AAs3V6Bkgo7hnXXs0H8jiMudYbKSaVwDnQPJpsxqIsNT4wNwrIdQp5H9TKwfevp2I1C2wImXzDhodHBWLiplO1zT64l5E6z7WC5pH3TTjKibPafNGJojwA8OykUi7YIbkPj+gYi47KFHSMfZ1KOyEGKDToWFlmpMNl00ISHR+gxZYAO+5ItiItWIrGdBmt2V9G+k3Ss3Z08b2WTI6F9CydQm5vQR8vc6zYfNF1X+y7fuQbBdz+DoDEPwXh0F9R1G0LfrT/KtywVtjnV6qGKimE7kLi6h6hq1oHdYoat4Kr8dbcsQ/Dk5xB855Oo2LMBisAQFsDTknkO5pSjuBHI9SOoeQJTWtBuIcTZd79Cmx/fhzn/Gi6v3IJaI5JQe8IQHLrrGWe6tI9moPbEoei0agbOfzoTgY3j0OTt55Ax4zdUZGR7vR/VYao3U4cEYNmOCtZuh3TXs/eerzp86IwZA7vY8LhbHab3Hh27UfwpP/7Wvv1FNv7Yf9/esU1lXjfsM+GxMQZMHaLH3pNCn9m3gxYrd5kE2bA+kxak7CyPYj979wADkw1tF92qgZr1mbPWVL6z6Z3XvkkAHhlpwLbDJmapMKy7DrtP+O4zxXHNvUMMQp2hcU03oc78ftToe1zTRYfHxgSy8RAxsqdeUmfovntOmjA2UQ+tWrAi6dNBx8Y1G2XGNf5Uh/9q2LnbyE3hb6u8IGjXDfqQ8oJiPZAlAwWoJDeH6kKuCxQUlAJTPvHEE0yRQNuCzpo1i1ka3CwoTgTt0kE7dJCrS1RUFAsqSq4YFAejutBWoxSgkyw4SPFB8TxIBp07d2bHSfFCATLJBYR2LiHXFHo+CipaFWJwUIqdQdej65AlxtixY5mSghQNdIwsMcjCg6w6KC4J7YZCliS7d+++brmQPOgeJAeKEUJxQc6dO1eli8z1QIqEX7dYmGLh7iQ1isqAdfut2HVCeBnXjlTggSFaLNphxuFUocOgv2qVGXe0VKF9Iw3rHBZuN+P4+crVjG1HrKwD6tpMhS5NVSgzAvuSrdh8uHqmc98sLsaEpACM6xvAVg8o7sF3S0slPvF3DwxkMRBe/voa+58muJ/8UoQ7BwRg8uAgpu2n/dR/21jqDN5E8QI++LkQY/sE4J5BgcyHk0zO/zOviPmJhoZXyjY1y4Y5600Y0EmDqYN0bFCyercZ248KE6S6UUo8OlKP+VuMOHDGMTE/Y4VaZULvNmp0aqpmq/i/bDbiaJpwnCZIoQ6f14eHe7pbbdhvxoYDvju5GavKmIJhVE89k825Sxb8tMbIlEkiE/rqmRn9Gz+VOGXz5ZIyjEvU484kA7OOoVWHJdsrnLIh5m+uYDLu11HLZEODp6+Wlnlspyvy7ZISjE8KwNi+BjY0Ss2y4IdlJayTF5nkKKdXvil05uXT+cWY2E8oAyonWnX6bXNZZTmV2fHh3CI2QLtrYCDzGWXl9GsxqwtafeXrPSXTih9XlTMlzgPDDKyclv9uZAoHVk41VXh6XCDmbijH3lOCbOkvDYJIOdO1hYYpNuasK8chhyJHNEn9ekkZRvbU4f6hBqb42HrYhNW7vVtOuPLFgmuYNDAYE/sHsXI6m2HG1wsLJXV4ytAQZur7/KdXnbL5cE4B7hocjKnDg1k5nUwz4Zd1xc7o5EWlNvx7ZgHGJwXh7sHB0OuUzKXk/+YUsO1lDYGeZqvfLyvD2D56jEmkOqNgW+rNWFEuLad+AaycXv2+yJmXzxeWYHxfA+4eGMAGw2SBs3BruaTO3AhfLSxichnfL5DJhixGvlksbd/3DA5isnnxi3xnfv4zrxCTBgbh3qHUvgVrjPkbKtv39UDte/Y6IwZ21mLaYB2beKz6wyRp34+NMmD+ZiP2n3EoUM5Y2KpiYlsNOjdVs9XaXzYZcSRVpn2P8NwhZP1+E2vjclgunEHJou/Ylqe0lamt+BrKNy1GxV5hO3ByDQmZ/A+UrJgF07HK/kQZGAx7RaXSzeO6WedQPPdjGBJHIWjcI7CbTTCdOYLyTYtuOIpcSLsW6Lb5Zxy9/yVkzlnKfqO/Sp0WDZ69D3WnjmWWGEemTkf2QiEGF1F65hz2Dr4PzT6YjvYLPmeKj/OfzULKG59Xec/vlwt1eHRvoQ5TXf9xZbnEB53eKbRd4+s/VNbhLxaVYHwfA+4a4KjD6RambP2zddif8uNv7dsfZOOv/fftGtsEBFYqbskKYubqCgzuqmV95rVSO1b8bsTWw0LeyRXjyXEBmLehHPtOOxTrpy1QqyqYkqNLcw1T+vy8vhyHz1b2maQY+GZpOUbeocO0IcLiACkx1uypehHyhxWlGNvbgNG9DJXjmlUVknHNxCQDG9f868fiynHNolKM62PApP40rrEza4zF7uOaTeXCuKaTzjmu+XJxqXN7dH+tw5y/Jwr7zbLh53D+y+Tn57OAoGT9IiorSHlEFhlk9TJq1KgbvvYrP1Vv8vXf4EqO57Z5t5PQcN9bEv43MRq9m0veDkwV/pMfV+WFP1B8zXdAxf8mhkBpMLTbianCv1abwiKl8Y1uJ6/kPwd/Yveblduo327WvLf3dmfBb/GnSVBVu1D8tzG4TNBvN4UF/tMnEK7Ki9uN1TUokx/g3OnID3APuP1X4vBZeeu/2027RpUW8X8F/Gt0y+FcB+RG8+yzzzLrjUmTJrFdSGh7Wgry2atXr9udPQ6Hw+FwOBwOh8OB3e5n2sy/KH/bgJ2cvz60pS3F/Thy5AizsqCgoBQ0dM6cOSwuCIfD4XA4HA6Hw+Fw/jfglhecvzRdu3bF/Pnzb3c2OBwOh8PhcDgcDodzC+HKCw6Hw+FwOBwOh8PhcG4RfLeRmwN3G+FwOBwOh8PhcDgcDofj13DlBYfD4XA4HA6Hw+FwOBy/hruNcDgcDofD4XA4HA6Hc4vgu43cHLjlBYfD4XA4HA6Hw+FwOBy/hisvOBwOh8PhcDgcDofD4fg13G2Ew+FwOBwOh8PhcDicWwTfbeTmwC0vOBwOh8PhcDgcDofD4fg1XHnB4XA4HA6Hw+FwOBwOx6/hbiMcDofD4XA4HA6Hw+HcIvhuIzcHrrzgcGTIvFAAf6FB40j4E0VFJvgLdpsd/kRYhAH+glrtX4Z1wcE6+AtXcorhL8TUC4U/oVH7z+Dq5aL34E+o3/OfNjXk5S7wJ36dvhX+Qv0G/tNnFhVWwJ9QqfynfQeF+E+fQFSUW+AvREYFwJ+4ll9+u7PA4Tjxn56Yw+FwOBwOh8PhcDgcDkcGbnnB4XA4HA6Hw+FwOBzOLcJ2uzPwPwK3vOBwOBwOh8PhcDgcDofj13DlBYfD4XA4HA6Hw+FwOBy/hruNcDgcDofD4XA4HA6Hc4vgu43cHLjlBYfD4XA4HA6Hw+FwOBy/hisvOBwOh8PhcDgcDofD4fg13G2Ew+FwOBwOh8PhcDicW4Qd3G3kZsAtLzgcDofD4XA4HA6Hw+H4NVx5weFwOBwOh8PhcDgcDsev4W4jHE410WkVmNA/CB2b66HXKnAm3Yxf1hYhJ8/qM11IoBKTBgWjdSMdlErgWIoRv6wrRmGJzXlO7/YG3Dcq1CPtpr2l2HXW85oNYhTo21aJmqEKlFQA+8/YsPt05fXkaBmnQM+WKoQHAddKgV0nrTh6zi45JzIE6N9ehbiaCtjswIXLdmw4ZMW1Eu/XbVxPhcFdNIgOV6K43I4/Tpix7YjFZ17aJajQr6MWkSEK5BfbseWQGQfOSNO0bqhCn3Ya1AxTosJkR0qGFav3mFBSjirRaoBRPfVo20gDnUaB1CwLFm+rwJUC3zIKDlBgTG89msepoVQqcPK8GUu2V6CoVConkd5ttejbQYd//Vgse7xRHSUGdtKgVoQCJWV27D5lxY5jvmXTpqEKSe3UiAhRoKDYjq1HLDh0VlrHOjRWoVdrNZPftRI7/jhpwR8nfddDIqG2Av07qFEzXMHkuPe0FTtP+E7XuoESiW1UiAhWoKDEjh3HrDicKpXj9IlahAZ6mkO+O8+IMqOXvNRRYIBLXvacql5e+rStzMv2o555cWVIFxXuaKnGP3/0kgkXdBpgbN9AdGiqY2397EUz5m8sxeX8qtq3AhP6BaJlAy1r38fTzPhtUwkKSyrrTHiwEuOSAtE8TgO1Gjh9wYxFm0u91kcqp37tVagZpkApySbZil0nfdfd1vFK9G6tdMgG+P24FYfTpGleGK+RLad//2ryWk43+10TGgg8M1rjNS3lecVua5VlNSYxAO2aaIWyyjBj4eYyXM6vun2PTwpAiwYaqBTA8XNCOtf2TeU5oqcBzeM1CDQoWflv2FOBA8kmr3kZ2cuAdo0d75pMCxZtLa/Wu2ZsogHN4tVQ0bvmnBmLt5V7f9e00yKpox6v/1CEqtDXqYVeR1bhwNjHkb9jn89za08cioSXH0VAg3oov5CF1A+/R9bPyyTnhHZoiWYfTGd/LUWlyJyzBClvfQm72ezz2lQ2dw4MQacWQp+ZfMGEeWsKkX216j7z7iEhaN1YD5USOHqmAvPWFuFasVSmQ+4IRN9OgYgIVSHvmhXrd5dg094yv3/X3Oo+SqkABnfToWsLLQL1Cly8bMXSHRVIz7H6fR/VpJ4KQ7pqER0hjCd2Hjdj22Hf9axdIzUGdNQgIlSJgiI7Nh8yYX+yxSPPfdtrUTNciXKjHSmZVqz6g8YT8u3NtX2P7m1AW9f2vaUcl6tRTuP60HtEaN8nzpnZe8H9XTO8hx7N4uhdo8AVetfsM+LgGbPf9wv+VIf/SvDdRv4ClheTJ09GkyZNJJ+WLVsiMTERb731FsrLqzELAbBkyRKW9nrYunUrUlNT2fe9e/ey9JmZmfhvQPeh+9F9vfHSSy8x+VwPx44dw8MPP4zOnTujVatWGDhwIP7zn/+gpMTHzFKGs2fPYtu2bc7/Ka8k4+qQkZGBsWPHsnJ8+umn8Wex2+1YunQp8vLybris/1s8Oi4UnVvosXBjCb5fUojwECVemhaBAL33lxFNZv4xORwN62owa2UhZq8sQqP6WrxwbzgblInUj1HjUq4Fb32fJ/ms3eU5EKtTQ4G7ElW4Wggs2G7F8fM29G+vRI8W3ptzs3oKjOmhwrlsG0uTftmGUd3VaBFbmfeQAOC+gWoE6IDFu6xYtdeKqDAFJiepoVbJX7d+LSXuH6LDlQI7Zq0z4lCKBUO7adG3nffJSasGKtzVX4czGVbMXGtEWpYVk5J0aJtQeRP6fu9APTJzbZi93og1e81IqKvCoyMNXvPiyrQhAWwysfz3CsxZV4bQICWeHh8Ig857GuosHxsdiLgYFeZvKseCzeVoUFuNJ8YGsnJ0p0MTDeuAvVG/pgJTB2mRW2jDzxtMOJxqxeAuaiS28a4zbhmvxJ19NUjJsmHOBhPSsm2Y2EfLBl4inZqoMCFRi+SLVsxcZ8LBFCuGddOgT1vfuuh6UQpM7q9BbqEdv2w242iaFQM70QDTu0BbxCoxvrcaqVk2zN1sxvlsO8b10qBVfKVAqL7QwGftPgu+XWmSfCpM3vMyxZGXeZuEvAzqXEVe4pSYkKjGWcrLJiEv43tr2CRDjrhoBbq3qEZlcfDgqGB0bKbD4q2l+GlFMcKClXjhnhDf7VsBPH1nKBrU1uDntSWYu64UCXXVeHZSqLN90wDvubtCUL+WCnPXlWDG8hKmzJg+JYwNytypG6XAPUlqXC2049etFhw9Z8PAjir0auW9fTePVWBcLxVSL9kxb4sF53NsGNtTLV9O+y34drVZ8vFWTrfiXUOTxxnrLB4fek6r1e5zgihy/4ggtG+qxdLtZZi1qoSV1XOTQhCg811WT00IRnxtNeatK8W8DWVIqKPGMxODne2b3i10TrN4DVb8Xo5vlxQjPduCB0cFoUsLrex1pw4NRPsmGizfUYHZax3vmolBMFSRl8fGOt41G8sxf2MZGtRR44lxQV7fNaToqA76utHovOYnaMJCqjw3evQAtJ3zEXI37WKKjrwd+9D2pw8QM2GI8xxDfF10WTcT1nIjDk16Buc++Qnxz0xDi09frfL6j08IR+eWeixYX4RvF11DeIgK/7y/RpV95vSpEUiop8XM5dcwc3khGsVq8eLUSEmfOWlQCCb0D8H2g2X4aE4eDiVXYOqIMPTpFOD375pb3UeNSdQzpfqm/Ub8tLqMLUQ8OS4QNcKUft1HxdZS4oFhejb5nbm2AgfPWDC8uxZJ7b2PJ2iR454BwnjipzUVSM2y4q5+eqbQEKHvUwcb2Hhi1toKrNljQqM6Kjw+Sl/leOK+YYFo31iDZdsrMHtNGcKClHjmzqAq3zVPjBPK6dcN5fh1Yxka1lHjqfGV7ZvuS+2dFBerdpXju2WlSL9sxQMjAtG5ucav+wV/qsOcvye33PJi8ODBeOWVV5z/l5WVYefOnXjvvfdgs9nwxhtv3PR7ZmVl4ZFHHsGcOXOQkJCAdu3asXtGRETAXyCZWK3W61I4kLLjnnvuwXPPPYeAgACcPn2ayfHo0aPsWasLKUBGjx7NlEgEySY4OLhaaefOnYucnBwsX74cYWFh+LPs37+fKXI2b97M/h8yZAh69uwJf6NhPQ3aNdXjPz/n49hZ4Y2ekm7CR89GIalzAFbuKJVNR8qOuNoavPxFLi7lCuV9MceMdx+vwQZ1u49VsN/qR2twPsuMtExPjXtITen/ia2VyC6wY9kfwvXSsu1sUNezhRJ7k22wyFSrvu1UOJlux/qDNmcaWgnr04Z+F1YoElurYDQBczZZndcoKLFiUqIKtSMUuJjruUIxqJMGWVdt+HWzoJ6nAQTlJamDBjuOmWXzMqSLFsfSrFixy+RMQ4PZQZ21OJIqKDSTOmhxKt2Cxdsre8/cAhueHmdA81gVjp3z3nbiY1Ro1VCDr5eU4tQF4dnSskrx5v3B6NVGh/X75JcSqBOuV0uFd2YVI8exgpt5xYp/3hvEBi8HkoWyCTIoMKyHDne01qG03PtEq38HDS7l2bFgq5AuJdPGZNOnnRo7T1hkZUPyPH7OilW7K9PQ4GJARzUbdBOUnp6flAXs2S7ZUCNUge4t1WwFzBu0Upadb8eiHcI5Z7OEsurdWsVWxOTy07+jCifO27Bmn3CQVlZoYEKrPzSRJWIihUHcqXQr8uUNUDzz0l6N7Dw7Fm6vzAsNXMjCw1teBnRw5GWvcPCsS16OnZOWg1YNjO2pQVEpEBZUdX5o4ti2sQ6fzi/EiTSH7DPMeP/xCPTpoMfqXfKK9o7NtIiNVuO17wqcq8kZly1486EwpgjZe9KIjk11iKmhxuvfFeCS45zMKxZ88EQEOjTTIeWKm2zaqoRy+t0qkU2vVir8cUq+ffdvr8bJCzas3e8op0tWVm+S2rmUU4RQTqcv2qpdTrfiXWO1AVlXpe+SmAigZawCm4/YkCHznnGFBrptGmnx+W/FzFqBySjDgncfDUPv9jqs3S28U93p0FSL+tFqvPHDNWTnOdr3ZQtefyAUHZtqse+Uib036tVS49+zCp0rfKcvWBARosTArnocPFPi8a5pnaDBV4tLcOq8oz1mWvDWgyHo1VaL9Xu9vGuaaFC/lhpvzyTLPUdecq14ZWowU1TsP+141wQIK7N3tNGhxMe7hqFQoO7kUWj2wYuobky4Jm8/h+xF63D6+ffY/1c37oQmPBRN3nga2b+tYb81fOFBWIpLcWDMY8zSInfdDljLK9Dys9eQ+v63qMjIlr12Qj0N2jfT4/9m5zFrQ+LMBRM+eb4m+nUNxIpt8osuXVoaEFdbi+mfXmEKfSI924z3n4pCl1YG/HG0HDXCVBjcIxCzVxZi8z5BwX/qnAmRoSq0StAhTVgL8ct3za3uo8KCFOjZWouFWyuw85jQfyanW/D6tGD076STWDX5Wx81qIsWWbk2zNskPD8pPyg/ZKW546gZZpn8DO2qw9FUC5btdIwnLtJ4AhjcRYvDZ4V79eugYXJeuK1Srleu2fDs+AC0iFM58+1RTrWF9v3lohKcdLRvsrx4+6EQ9Gqnxbo98uXU3tG+3/ypsn1nXLHitWmV7btlAw3q1VTh/Z+Lne8aKqeIYCUGdtbj69VWv+0Xbncd5nBuuQpLr9cjKirK+YmNjcXdd9+N4cOHY80aoXO82dBqvitarZbdW6W6Ps34rYSUBdcz+SeLBJLdCy+8wCwT6tWrhwEDBuDNN99kFh7Jyck3nBeSDZVTdSgqKkJ8fDwaNmyIyMhI3OyyEuuLv0EDogqjDcdTKyfTxWV2JKeb0Kax95dpywQdG4CJiguCvmdftTA3EhEaMJNSoyqoI4+rpUByhlRupy7amYlu/SjPUSuZadcIoTTSQRd1VmTSGeHQWzWrr2DmhK6dIHWWHy+xyCouKC8N66hwwk2RQIMWmqw0iPF8vYQHK5jZ5vFz0gHM0TQLosKUbIBDT0AuIntOSs+hwQYRGer7tdUsTg2jyY7TDqUMQaahZzMtzITTV7qcfKuzQyXo++U8G1q4pBvYRYdmsRr8sKLU4zlcZdOgthInz0tlc/y8IJv4aBnZBCmYDGiwIUlzzooaoUpWVsSsdSas2SOtKzQh9LWCRPmJj1HgVLr02icu2Fh+Ymt51hsaiEeFKj3SUP5c8xMTIbj1VHfgw2QTo8BJ97ycF/IS5y0vYZ55oTSueREZ3FnNytzdlNkb5PJBzyBOhgkyoU65aEarhvIr7kSLBlrWll3N4Ok7fVolCKtnh1NMeG/WNafighDbmEYtU07RCtY23WXOyqmmt3JSsHeAe9lSu490tO/oCMV1l9Otete4M6STCrmFZAZdtdVF8wYa9hynzpul7fuiGS0banymIxc/UXFB0Pecq1ZnOjIn337Y0zSZ3gNRYZ4NjCw02LvGMXh35iXTwlxTvOYlTsiLOLFh98gT3zWV6QZ2EUzKv19eihNpvk35Q1o3Qcuv3kTm3GU4MnU6qsIQWwdBTeKRs3yj5PfsJesR2CgOAQmx7P+o/nfgytrtEheRnMXroFCpEDXgDq/Xb91IL/SZZysnMcVlNuY60rax9/FGq0bUZ5qdigtC6EMtzr6WXDdNFjuzunDlywUF+PzXAr9+19zqPqpJfTVUKgWOppol7xtyW3Dtx/yxj0qoo5IdG7D81Fb5GE9In4GUGa7jCVog2X1Smh/RtcHXeILaKXvXuLfvDAtTPnhNFy/fvukjpqPr7jhilHnXWD2sC/ypX/CnOvxX3W3EHz9/NW6b/Y1Op4OanH8BmEwmfPjhh2zFnawkJkyYwKwBvHHp0iU8++yz6NatG1q0aIFevXqx9GTJQS4bSUlJ7LwpU6bgiy++8HAbqaiowKeffsrOI/eLkSNHYv369RJFQf/+/Z1/yUVizJgxOHjwoMSF46677mL57dSpE5588kmWL1fIImL8+PEsPd1r8eLFsm4jYv42bNiAfv36oW3btpg6dSrS0tKc5ysUCmZRIrrCiHTv3h2rV69mCgVRlh988AH69u3L7ksuJuTekf//7J0HdBPH88e/6pJ7wcamGJvee4fQe++dhIQ0IL333ssvvREIBEIJvYXee+9gg7GxwWDAuDdZzf83ez5ZJ51kQyAo/+znPT1b0u1pbvZ2b3d2ZjYjg31Pn9N5vv/+e/vvO4aNUPjGU089hTZt2qBx48YYM2YMDh4UYmbpeDqOvCXEsJiyfo+4efMmXnrpJXbOFi1aMM+P5ORkVp7qiCD90Lmdw0aysrKYgaZz5852eRzDcah+SVfTp09n9wHVJ3mnOOruTlCpggppmVY42VpwI92KiFD3nWmlMBWup7sOOq+nW9lqLBEeooJBr0RMZQ0+eaoCZr5dkf3t0MR1gEcx5GqVAuk5UkEobwThPLAi6AFGpOe6LxPkC/YQzM4vRr9WSrw0Uo3Xx6oxurMK/lIvXDuhgQomC7mcOnKz5D0NHpypGCx8lpYllSU9u9hehv5bvdeEM0nSh3rDkoeW40NPjoohSiaDc12lZdnYd+6gGFvy7nCGlSuRm9h9woR3Z+WyAZI7SKdyuhGvs0KQaz1RPLb4e5IyJXVNITzEjaxiFoNN0Gogueg2r6XC/rPu5aF4V5KHXE5lzx0oI09J/Tnfa+J7GhiKKzeFRcDYbmq8OUGLtyZqMbqLGv4Gz7KIunB3XjlZXOTPdS1DccHNaiqZh4nzPeCOyAoq3JRr3xlWVAxVeSwnlxPjRib1Cyr7hDjhisU+CK0SrsLkgX7IzbfhcKx0dYom97L1JHOdImLdOZcRB6OSejIBY7uo8cY4Dd4cr2Ht289NPd2tvsYZCiepEqbE+iOu+pcjMlSJm1kydZVlQ0SIh7oKdVNXDuVodW/+BumEmFY3aYVRLk9DhLu+JlPaZ7iUC1XKxoVT2w936KN2nyjCOzNzcCK+bMN24aVUbK/bE7EvfgJrgbz3iSN+dWuwv/nxSZLPCxKShe9rx0Cp18Enugry4y9KjjHdzIQ5O5cd445KYWrWDpx1Q89DajeeypFByZnrGRZEhgnPgGqRGvYMrRutwwfTKmD2e5HMo8M5ZMQb+5q7/Yyifof6HFpccT6GQh7IU8Qbn1HieEJcpHAeT4j1Ij+ecC4j/DYZNug/8vI87WSkaVS97PEEtVO39eSpfYe4ad+ZpfVLfc2CTYUufQ0ZN1Kd8qh503PBG+5hDucfvwssFgvLt0BhB2Q0IF599VXs2bMHX3zxBct/QKEmFPbhmJfBkSlTpiA3NxezZs3C+vXr8dBDD2HGjBnYunUrIiMjsXjxYvvElr5zhsIuVqxYgTfffBOrVq1iBgOacG/evNl+TGpqKhYuXMiMIiSTwWBgBgfyFKBwD5qAk9GCys+ePZsZLl577TXJ7/z+++9MVvIwIcPMG2+8wSbt7vjkk0+YTH/++Scz7NDEnq6TGD16NPtswIABbAL/v//9D7t27WKyUGgMGYOIzz77jBlB6FxkkKG/+/fvx08//cS+X7JkCSIiIpheSD/OUBhPUVERCw9ZvXo1M4pMnTqVhfvQ8VQ3YhgO/S3r96i+6bfI6PLjjz9i0aJFzMj08MMPs/KiDFRnFDLiCF0blT18+DCrBzJs1K5dG5MnT2bGIxH6ngxLZMCYP38+M8CQweNOQsYF6kydIYu1p9hmg67scuTKTIQFq7BgfS6+mpfJQkgeHR6Ezi2kTxBa8SSKnMay4ntKLuWM+BmFhLgrI8Yg92hGxgoFluy2YtV+K3uwPdBDDY3MWJOMHeK1SM5rkn4vLVN6/c76cPzeGRpoUezrlTQr4pI9r3CRXp3PL8gluK+7Q6+jh7hMXZmL2XcilKjLVsYCsXgd7upJr5HTjeKWykSFK/HOAwaM6KzFtQxKpGkphzzS6zPZ7wGF2/vGpX5LziF+T2EjAb7A1ZvFmLPJzFyFadXu4X4aF88CR1mM7mS5hfuG6pR9r3FI5HifBpuPWl0m3WXdM7J1X2b7VsAo076Liuhec328PjkqAO88Eoy60Ros3povSerJ5HdzD4i6Ea9T/r5xV0+lg1TKa3M13Ya5my3MlTia6qmPfD3drb7Gmfb1Vbh0w4bk6+WrL486v9268lBueFcfVAxRYd2+wnKfk+4bT+ekOpPro1g5h/ufEpCW1deImDOzYbxyvfwxw4FCjIMlRxq+QSEi7PsAP2gC/WWPEY+jY9xBz5RCo6vw9Dyk56LHckWu5YwO5fx9lSzn1JRRQdh+uACfzU7HqQtFmDxEmvPCG/uau/2MMmhdZXe8Hp3WO59RBvHczn2HfTwhU6bkmt09o9zpksYTgzroWKhWrNMiSbn6jDLat8FTPXmoX8qhRX2NcziKNz0XvOEe5nDuuv8NTYAdvRrI66FSpUpsAkoGCprMr1mzhhkT6tWrx4558MEHWRjEzJkz7XkZHMuT0YMm0WSoIGjl/ddff8W5c+eYIULMbREYGAhfX19JeVqRp/wKP//8s/3c5DVBv0efUXnCbDazCbCjTNOmTUNaWhozFGRmZiI8PByVK1dmIRzkySEmnRSh48kjgSBPkQULFuDMmTMs/EOOl19+mXkYEGTIIfnIq4KMFVSGdPTbb78x+X/55Rf2CggIYKEk5K1CkOdBnz590LJlS/ae5CPvjPPnz7P3pBsKn6GcGXJhK5cuXWIGAromCuGg3BwU4kNl6Hj6TKPR2EM7yvq9ffv2sXohI5PoHfLBBx8wgw8lGqU6EuVyDl0hAwnpi+4hkomgOjl16hS7N7755hu7gYSMKOK5SF9k7Pg7OCdNoyRD7qBEQm7PU45ytGvJ//7IROxFE0wlD5bTF0wI8FNiWDc/fLOydCBXlnOXnCiKMgqR5VxMhEa7CVCSPZGMXCse7kMJnhQ4eqG43Ncmnvd2ZHGGMms/OlAPm62YJe90PEQhc05PP+Fpdex261gO8pS6Zd2UcU7nIpl5Nvy8uoitLvZuqcHUwTp8u7RINi64TL3j9utq+W4L04+Yx4AmodczzXhsgJatSh50CgW4nXugvLoZ0FbNvIf2eNhJQCFT155k8nTPeKpn55A4Ys3uAqzfX4i2DXV4aKA/k+PCTalst1xP5SxDeStoInwlvaSebhSzFdJH+2nQrIYSB8851dPtyHKLdVulggKVQhVYuF2+vmTbt0edu//t26njYV0M6NFKjw37C3H8vBkajfIO3Te3V+5OopDLDOooB90sZR5TIqxC4XKo4jb70/K0KVqFDvBV4et5GTh81mjPeVEhUIWh3fzxxWKLV/Q19+IZVd5nz7/uGXUHxxOPDzaw8QQl7yy+K8+FWy83tLOe7Sa08aARx+PNCA3TeM1zQVY39/Ae/jdzq2NJzj0yXtDk/YUXXmAPHVot//DDD9nklgwX5Elw9uxZdhyFYDhCxgOamDtDE1wKC6DJMJ2PjB80OabQBFrRLws6lqDwBUfIi4K8GRyhvA4iYkJLkouMFuQ58P777+Pbb79F27ZtmdGBDCqOiJN1QpxYk1eDOyisQoQMBVReNAIQZKwhYwK9aNePvXv3Mk8D8taoWLEik4EMO/Q5GT+SkpKQmJiIixcv2o0LZfHEE08wYwgZnEhHHTt2ZN4eomeHM2X9HslP1+6oC5KVDDVlQWVJ76LhQuzU6NyOYUUVKlSw65egMlRPf4dZ70RI3h88bWTGBFkrsswqkUgBW4FVyFvmS8qR+/iJkoRmjtBnDWvo4Ku3Id8ov+pd1oqnUAbyZRxWXkSjyYWr0muhCSlZu4WkTtJeV/QocV61F88rv5It/BV0UizjxSE9vkYlJSb10bPr/mml0WWFi7bS6tdOavQ6et4Mf5ltv4S6cv/koO/kVptoRUhu9cUT9lUuNzr3uDLmpm6dy+QWCDHkF1OBjJxiPD5Ix3ZykYu9FvUq1FVxmed2vJecyzivvsklWLx0o5jpk/JhALZbkkVc4ZSUkayUyt83daoq2W4AP6w0s8Gj46SBBkw0oCouSSjZvXkFyfkpfIO2Z5Rtp0ZP94wNOl357zVK9kbEJZlZrHX/Dj74ZmVpfYk6pR1KHCmtJ1cZxFVlV31KVyXd1pOpmMU9O3O3+hrnbPikp/gr8jru39GAgR2l3mdH4kxs5f122nd564pi8x/oT1n/dcxwsWx7IQbIyHL0nAn+Pm7uGw+yOHtYlOWRcTewZAtenWp/6QKP6E1hyc6ze1w4HyMeJ56j1hvTMOetSpLvD5wqRICfyuOzTw7y1pBb1Savi4KStmg0kUdKMU6cl4bHnIgvYtur+uktzBB/r/uae/GMovYsO+ZwesZ67TPKycNC72k8IRmDuNaVsy4pR9eDffVsvPPD8kLJeKJXay36tJZ6Eh05Z0KATPum899uPcn1Nff39UGrelpmuFi+wzXk614/F2jL4G5NS8fY9/oe5nDuuvGCPB9ET4Po6Gg28ScvBlrJpxAF0ZI+b948Fy8JpYzVn8IXyHhBHhi04k+7ZlAuBEoC+ncgOcQcHI6JPuWOI8ggQwaXHTt2MO8CMmRQ6Ap5R3iSX241TsT59ylsQjwHeRZQ6Anl+SDIM4JCSej6KS8HyUHGi7feeosZHoYMGcIMR+T9QV4K16+Xz52UzkXhKPQiowSF5lB+DAr3qFWrlsvxZf2e8zXdCu505VxXcvX0d3n7Z4flUDJ21dOjUU0tG6A4ilUxhLY4db/ycu2mBdUiXXUQHqJG4hXhiVS7moaFjOw5Ln1oadUKtnUgxSM6xivSoI1WMhwfSMJ7IE3GfVWMeaRjrmU6lPErKZNdzPbyZnqVWWijwZjcSgk9+K22YpaoCyg9QHhfmhBLPkmWAlccVCzGXzrund6spgpjuuvYKsCva6R7gIvsOWnCaacEX41rqFGvmpoNKB1LUD4NcsN2B/121TDXwTYlz7rVvcVF3YQGSCfvYsw/XZMzVA/iMZQB3lWfxSxemXZbuZxmkwy8aMcXIsBH/uFOOQdIHvE+cZYnTVaekroKULDErSIh9muwscFTw2glGwA5XhMdQfmR82Um/qIszvkPPOpGTNbqr2A7B7iWsbHdVDRqBZ4Z7toffPCQjm3Xt3SXBQfPWbH3uNQNvlltLUuw6HzPhAerXOKPHaG4+6olYV9wKnfxqnBfRkeq2T10OFY6wrx0zYKaVWj0aXXVjXP7FuvJKX5Z2r4pwa5M3WYXs3qibW9TbsrUk5LqyfXa7lZf40jtykqWENTdatSu40ZJkmSiaS0tS4jn0r6DlWXXVUXX9k19b1KqRTL4fnKEH9uB5s/N+dh6uMgui7ijiAjtREAJNeX6Gk+x9NQP0U4DrrIokZx6a33N7ZJ3Xshj4VOjGnKOx9o/960hjNfy4hJgzS9AYco1dowj2rAQaAL82DHEpRmLMLfCGJdnJiWldnlmhqpx9Yb78AFKgEs5LZyh3DPiblyUE0OpFHIkmC2lJxefX+Lz6l73NffiGUV5XchARLtiUQJFx2PSs0sTcnvbM4ryJ3gaT1x36E9ExPwYFVzGE0rX8UQtNcb1oG3dbZi+2si8ZhyhhJ7H4qSLSE1raVjSTrm+xjEZp2w9ybXvICWSHMYSZJiZNtwP1SupsGhLAbYdld+b9F4/Fw6ds+LwmUKvuYfLStrO+f/PP34HkJcCGS8ohGLnzp32CTGFY5CRQ3yJyRudEUMJaGtQSixJeRL8/PxYyIY42fXkciQmg3RMvinmTaDcEeWBvAvefvttttvG2LFjmfcFGS4oJOXv7PpB4RAilPCSvEooISlBBhIKGXGGJu7kjUKyUCgL5csg2SiPCCUZpbAXkteT0USEkm/S1qvk1UF6pfAOygNCBhS5/CPl+T3SaXZ2tiTXB10beZkcP368zLqinB+O3id0Xqq78tbV7ZJ01SJ5nb5QxPJekAFDhHJD1KmmwekE9940VI4Sc1LiThH6v3K4mn1H1IvR4tFhQZLEgKSWVg30uHDZLIl5pozd5NZXt6pUb/WjhBU75y0Iicw8IDO3GPWipM2d3tPgIjsfMFtKzhultIeQEJThWqtRMEu8MzQISrxqYyspjjSuLiRbojh2Z+j36OHTpIba5UFIg0aSk6gbpcLYHjokXbPh+2WFsoYLggYgl65bJS/Kfk0PPspqLUIPwZqV1ZLM2M7EJVlQMVTJEkqJ0P+U6I+Sa90KpJuLqTY0jJHqplGMoJvL7nST46rPhjFKQTd5wiRveGcNOjeR6q9WFUHmVDeDBpIn6VoxGkRL7wF6T/KkyKy+0OSVBk0uZaoJibqy8oT7cUA7NTo3kcpM9xEZ3xJTbeWXJaYMWXKKmS6c5Rdl2XLMgh9WmiSvg3HCYIj+p+/F1cDkVIvkdSbRxFZ2GzjsVkHbVNaK0rDv3HHmopklH3RMQEj/U9JB+o6gnSweHuyPYH+lpH3XjdayLVOddUNhN/WrueqcVqM81RMZkaRlhARv9npqq0LnRtJj6kYpWD3RverM3eprHAfuNJCmSY47KCcIDWgdX2eTzKx90+4hju27VlUNYh12IHGGykVQXYWWykb/UzJmcecSMtQ+McIP0ZXU+HVlnt1wIcri3NfEJQuy1Itx6muqqJl3jTtik8xCX+MgC/1PfQ19909QkHAJBYmXETmst+TziKG9mGGjMPkKe39z8x6E9+sCpcOyb8Sw3rBZLLi5bT97X5R6g+VpcnydEp+ZDrtqkZcK3ff0nTtodxJqP/QSof8rh2vsO5eIHhdtG0s9YWhrVtpWVVypvtd9zb14Rol/aeLtuLpPiSAdn2Pe+IxKvGplYwFH6D0bT1x3NepR/8bGEzWdy6iYYUMcT9SrpsL4nsJ44tulhS6GCyJHpp7sfY1M+/bUTum7CLn2XaG0fVNfM3WYH6IjVZix2r3hwhueC7mF8Mp7+N/Ivd5VpPj/yW4j92TPGUqOSXkbyPOC8hl07dqVTYBpFZ+MGRQSQvkcaCLtDCWbJChRZu/evVliTQr3oDABmnwTlM+BoElv/fr1XUJB6PcodwJNnMlQQnklSB7KW1EegoODWRny/nj00UfZ5J6SelLoQvXq1dkOGbcDyUQeHBT2QDt4UF4J8i4Rc2ZQ8k/SHXmeUN4Q2jWEEnDm5+czLwwy4lBZuhYyepB8lHiTjD1NmjSx/w55uFCIB4XaUMiFoyGEDChkyKFQFPqODEzk7ULJNZ0pz++RpwjtQkJhIpTQlBKfkhcJ5bigMmIYDxl9SK+OUMgKGUOef/55Jg8ZaOj8VK90v/yTUF6K2ItFeGx4EBZtzEVeoQ1DuvoxN9atJfvMi4YJWg2iVVXiwGkjBnTyw/MTQ7B4k+BiO7KnPy5fM+PgGWEAtu1QIbq18sGz44OxbGsec2Xt3tqHGTg++i0D8JGGT+08ZcP9PVQYcZ8KxxPIiq1A+/pKbD4mrKrQGJMyTdODmzwqiB2nrBjSXhgEnEsRJiT0UFtSsjpEbDlmwwM9VRjXVYV9sTb46oUEnilpNlZGjs1HTHhskB7399LhYJyFJXrq0kyDtfvMzCBCln3KPE0DDNGKv+mwmXlU0Ko8bdNGg6emNdWYu9Fof0iN6qplbulbjphcMlfTJEJu8CGScMWK85cteKCfASt2GtnvkNsuhfDsOlEkeWDSb9H1iW6QvdroMHWYL1buEmQZfJ+eJQk9eu7WJxRbj1nwcH8txvfQ4vA5C6pVVKJTEzXWH7SwlUGmm2BhNwdRN1uOWjCqixa0WcDZZCvqR6uYoWfeZqFvo/rdfsyCHi2F7fkSrtpYwswezTWIT7HinNMWlY5sP2HBg300GNNVjaPxNkSFK9CxkQobD1vt8lA8MGUwFzcroGsY0UnDdhOJvWRFvSgVM04t3Ga2y7PzpBU9mgvynE8RMobTPvIkf2KqfD1tO27BQ301bIeSI+cFWe5rpMKGQ1JZaPAl6mbrcUEWuqdjSTfVBFkWbBVkocFYllMCzLpVhfdyE21HaOs72sLxkcH+WLI1n13LoPt8UGC0YfvRUrcEGnzSPXO5ZCB96GwR+rU34JkxAVi6VZiZD+/mi5TrFhw+K9xrO48Z0aW5Hk+NDsDqXQWwWIvRtYUBlcNU+GpBDjnDOtWTFZN6qzGmixpH4q0s6V3HhkpsPFKqG8rqTxMssX1vO2HF8I5q9p62Ka1bVckmIQu3W+z1tOuUla0Ykzu9UE8KdGuqwtlLNiRek9fP3epriIolOxPQFqm3AtUV9ceTB/pi6bZC5BttLKSDwnt2HC2SGCbUaoW9rsjzpW87A54c5Y/l24VVxKFdDMyAdKTEK6ZLCx0zgtB2qZm5NpftGS87GXEvpFjZdrqT+vkIfU1hMfq1F/qancdNkokLPRdSbgiyUH/Su42Nrbqu2CnIMqST4bb7mvJAoR9+9WsyowXtFsJ0+eEPaDLzE5gzsnB99VZUHNQdlUb1w9Fxz9jLJXwxA5VG90erNTNw8etZ8K0djTrvP4fLMxbBeDnV7e+dSzLhbGIRpo4MxsINOcgrsLF8FPTM3HwgX2KYoMSAZEQk9p8qxKAufnjpgRD8ubEkYXkvf7aV+IHTgq4oP9TRWCPG9wtgbvDU3jo2M6BWlBZfzaNlZj+v7Wvu9jOK2uL+MyYM76JnXhDkadC1hY5NNDcxY5zaa59RGw+ZMWWIHg/00ePAWTNiIlXo2lyDv/aa7OMJcYcfUZ4Nh0wY10PP3p+5aGG7kjWrpcHv60vHE6O76dh4YtNhk2TSLNSl+/EEte9zl8x4sL8PC+fIMxZjQHs969s8te8jcWb0aWPDE07tmxKE0ndE52Za1KqqZtulZlFfEynta3Kc5uje9Fy41/dwh8Z33tua8+9CUVyeJfnbhLbWpASOtAOFM7T9Ju2mQRNxmpx+9dVXbFcOWqWPiopiu0wMHz6cHUseGLSyL050KdkjvWgFn/InkJcAbYNKk3Ha4YOgiTIZRmhST6EQ9Fs0ya5SpQqbjJPBY926dcjJyWE5FSgHBx0n93uEuK2neI5jx47hyy+/RGxsLAvvoO1NKVcETcjF7VrJO8QxjwV5EpBBhjwUaOcSMj7MnTvXfm76jMqQ8YM8VGjCTkYKkaNHj7LEpLQFK8lNxhKa4FPCUZKJoF1bSN/k6UDf0++TQYiMQfQdGQ8oBISMI1Q3ZARylIvCPeh/kom8HsgYQzur9O/fn53fUe7y/p54TgpFIYMRXRvpl36fDE6UZ4NCVGgXGMr14ah7qmOSddu2bexYMoSQAYdylBC0WwkZjminGRG5+rtVHnjrmmwW9HF9/NnqDq2cxl8yY/66HLaft8grD4agQpAKL3yVZv8sJEDJBlkNamhhpb2qE4owf10usvNKH+K0XerIHv6oE61huxRcvGrGks257Deq1w51kYUmBF0aqxAaIKwkHzpvYwYHolpFBSb1VGPFXgtOJJY27xa1lGhXT4lAX3o4ALvPWHHyYrFLAr1uTZXsLw0W4lKK2cPRMVY9J0e6QkDGh96ttWwASIaFPafN2HHCYs9ZMXWIAQu3FOHQudKncdv6anRpqkGQnzAw2nrUjCPnhe9rVlZiymD3+3TRYIUGOUSRUd4KT9uzDe9sYG7dVFeJVy1Yut0oCWV5eqQvq5u3Z5ZucE7yjOhqQN1qauamSasES3fIh6wQE3obUKuK2n4OXz+ty2pdzxYaNqigAdK+M1bsOiXIXD1SiccG6rBou4m5GYu0qadCp8ZqBPoKA2oafB9zihGmY9o3ULOVaxo0HLtgxeYjFrtLMKGWiQGilRsyLJCbbU4BsD/Wak84R142D/fTYslOM45dKNVTqzo0SFIxeWhQseOklU1kRWgK2qquEm3rqVi4AA2UTiRYseWYVSKP85OGydJcxSa/OfmCLLsdZHmkvyALGVpEWpMsjUpl2U6yOMjqDF1r9+ZqvDZTutJ741qubPse3cMXTWsL4WEJKRYs3JQv2V7zxQmBzGX1lR+EyR9BHhVje/myUAZayTqTaMafm/MkO4mQu+uIbr6oHaVhsfS0Mr1iRwHLgRFR2TW3U70oBbo3La2nA3FW7Dljs+tmch8Nlu62SOupthIdWD0J7ZuMSscTneqpjhJt6ipL6ynRhq3HpfVE7vD/RF9DHhwjO6nx/Soz0smGI8PVFNd6YnWlU2Bkdx80qa1h7qMXrliweEuBxF35uXH+rK5e/ylbUleje/iwUA9q3+RxQe7aYvt+Ybw/M164Y9oXrgsTNKAe3lWPJqyvUSDxigVLthVK+5rRfsw9/61fSy80yF+BkdTXkCzWYrZaScYYd33NxD4+bLIjnqPfq6VjC2dCOrVGuy1zsa/7RGTsPCj57MTkV5AyZ7n92KhHRqP6sw9BXzWSeWIkfDYdV+atlJwvuEML1Pv0JQQ0qccMH/T9+Xe+RbGltP9d8NI22TY1oV8gWtQXnpnnk02YtzZbsu3s65NDUSFYhWe/uFEqf6ASE/sHomFNHXtmkqcGlaNJnggZPMgY0qGJD8uBcjXNjOVb83Ak1oio6qFe09fkZBv/8WcUTRYHddSjZV2hvyED3vKdRua55E3PKJPJ1ZuCvDr60HgiWMn60N2nzNh+3GzPWfHEUAPmbzbiUFzpvdeugRpdm2nt4wla9CBjDFGzsgrThrofT6w/aMKGg8KYxlhoke1rqH2TFwC1b9r2esnWQklIyrPUvgOVeGN6afsOpvbdzSD0NdS+kyxY7NC+nxvjx9qzO96YbfKq50JWRqHX3MPfPyfNv/FvYscZ6Vbc3kLnBtJtpv/TxgtO+XA2jHDuPXLGi3uFnPHiXuJsvLiXuDNe3CucB4b3Ejnjxb3Em540csaLe4Wc8eJe4my8uJe4M17cK7ypTXkyXtwL5IwX9wpn48W9xJ3x4l7hTc8oOePFvUTOeHGvCA3zrsmknPHiXvFvNl5sL/Ee8za6NHRv4PNGvOdJzOFwOBwOh8PhcDgcDocjAzdecDgcDofD4XA4HA6Hw/Fq7knCTo4UyhPxd/IzcDgcDofD4XA4HA7HO/Gm8Nl/M9zzgsPhcDgcDofD4XA4HI5Xw40XHA6Hw+FwOBwOh8PhcLwaHjbC4XA4HA6Hw+FwOBzOXcLGNqfl/F245wWHw+FwOBwOh8PhcDgcr4YbLzgcDofD4XA4HA6Hw+F4NTxshMPhcDgcDofD4XA4nLtEcTEPG7kTcM8LDofD4XA4HA6Hw+FwOF4NN15wOBwOh8PhcDgcDofD8Wp42AiHw+FwOBwOh8PhcDh3ieLiey3B/w+45wWHw+FwOBwOh8PhcDgcr4Z7XnA4MlxLvgZvwT/IAG8iKMR75NFoVPAmjEYLvIViG7yKoiLv0U1QiA+8hayMQngTai9qU34BOngTxgIzvIUFL22DNzH2s67wFtZ+fADegje1J8JkssJbUKm8a/00LNx7ngv5+d7T1xB6g+Zei8Dh2OHGCw6Hw+FwOBwOh8PhcO4SxeC7jdwJvMvsyeFwOBwOh8PhcDgcDofjBDdecDgcDofD4XA4HA6Hw/FqeNgIh8PhcDgcDofD4XA4dwkb323kjsA9LzgcDofD4XA4HA6Hw+F4Ndx4weFwOBwOh8PhcDgcDser4WEjHA6Hw+FwOBwOh8Ph3CWKi/luI3cC7nnB4XA4HA6Hw+FwOBwOx6vhxgsOh8PhcDgcDofD4XA4Xg0PG+FwOBwOh8PhcDgcDucuUcx3G7kjcOOFE6tWrcIff/yB8+fPQ6FQoHr16hg5ciTGjBnDvs/MzMTmzZvZZ3eCV155BVeuXMHcuXPdHmO1WvHnn39i2bJlSEhIgEqlQs2aNTFixAgMHz6cyVlezGYz5s2bh0mTJrH33333HZYvX46tW7fiTlGnTh18/PHHGDZsGO4FKSkp6N69O+bMmYM2bdrcsfPqdUpMHhWJji2DYNArcepcPn6ZfwUp14rKfY43nohGodGGL2dccntMWIgGv3xYF8s2pOGPFdfcHqfVAEPu06NpLQ10GgUuXLFg6XYjbmTaPMrg76PAsM561I9WQ6lU4MxFM5btMCInv7RXVSqAvu10aNtAC1+9ApeuW7F8pxHJ16wu56tZSYEezVUID1IgvxDYH2fFnjOeZWgco0TnxkqE+CuQmQfsOmXFsQRpmRdHahDo63pvf7TAhAIPKq9VWYlerdSoGKxAXmEx9p2xsvN7okkNJbo1Uwvy5BZj+wkLjsa7v4YBbdXo2EiNV341ejxvnaoq9G+nRUSIErkFxdh9yoxtx8weyzSvpUbPVhqEBiqRmVOMzUdMOBRnkT1WpwFeGuuDDQdNOOjmGEdqVVGiT2uNXTd7z1ix84Tnck1rqtCtuRqhAQpkkG6OWXDkvFSfLeqo0LmJcExWXjH2nrZgz2nPOq8TpcKA9jq7bnadNGHb0TJ0U1uNXq21TDcZOTZsPmzCoVip/FXDlRh8nw5R4SoYTcU4GGvGuv0mWD3ckrWrKNG3DelFyfSy57QFO8qhlx4tNHa9UL0ePie95sbVVejaTI2wICWTJT7Fhr/2m5BXiDK5m+3bkc5NtejWQoe3Z+b+K+7h2lVVrK4igpXIpXv4tBnbj3su14zqqqXWXldbj1JdScs0rkF1pUF4SV2dv2wtV12R/IM7GdCsdkk9pViwZFthueppeBcD6sWooaJ6SjRj6fZC9/XUTIvuLfV469cc97JoFRjTOwCtGuih1yoQl2TCvLXZSL3puS0G+Coxvl8AGtfWQ6UETpwzYt66HGTlSq+hX0dfdGvli5BAFdKzrNiwLw+bDxR4PLe+ckV0Or4Gh4dPQ8bOgx6PrTS6P2q+OgU+1auiMOkKLnw+HVfmrpAcE9iiIep9+hL7a8nJR8qcZTj/3vcoNpv/NfV0t/o+x2t9ebwv1h8owkE3x9hlqapCv7Yl7btQaN/by2jfzWqp0aulBiEl7XvLUdf23aQGPTe0CA9WorCoGOdTrFizl9qT59mbN/XFNWhs00yFsJKxzcFzZY9tGpWMbYL96FkI7DptxXGnsc3zI+THNp8sdD+28bZ+z5vqifPfg4eNOLBkyRK8/fbbGDVqFJvQL126FEOGDMEHH3yA77//nh3z2WefMQPHPwUZG6ZMmYJvv/2WyUJykSGjT58++OSTTzBt2jRm3Cgva9asYYYFkYceeohdN6dsXplSDZ1aB+G3xan4fPolVAjW4LNXasLPR1VmWbIvPT6uMu5rFVTmsc9NjoJvOc75YD8fNhBbucuIOesLEOinxNMjfWHQuS9DRompQ30RHanCws2F+HNLIapXUuOJ4b5QOvQGw7ro2YRm86Ei/PZXAdub+skRvqgQJO0yqoQpMKG7Gjezi7FgmwUnEm3o3VKFTo3cdy31qykwopMKF64WY95WCy5es2H4fWr20Bfx0YE93NcdsuDnv8ySl9Hk/vqqhivwQG8N0rKK8ccmM45fsKFvGzU6N3Gvz4bRSozuqmEPyTmbzEhMtWFUFy0aV5e/hpgIBdo3LLt+qlVU4pGBelzPtOG3tUYcOW/BwA5adG+hcVuGBhITeutw7pIVv/1lxIUrVozvqWeDRWeonh8daGCD2fIQFa7Ag321uJFlw5yNJhyLt6JfWzW6NHVvw24Yo8SY7oJufl9vQuJVG0Z307KBqUjruiqM7qpFbLIVs9aZ2GBkQHsNG4C41U2EEo8OMuB6hg0z/yrE4XNmDOqoYwMtdzSpqcbEPnqmm5mrC3EhxYoJvWgyUvo7NCiaOswHZgswe10hth01oUszLYZ3cd8ooioq8VA/HW5kFuP3DUU4Gm9F/3ae5W9UXYVxPbRsoDdrfRESrloxppuODc5E6P/7e+uQkmbDnA1FWHfAjJqVlXh8kB7qsm+fu9q+RVrU0TBDx7/mHq6oxOSSupq9vghHz1uYYaVbM43nuuqpwzmqq3VFSLhixdjurnX1QG89qyu6B9ZSXVVRYcpgQ5l1Nam/L5rX0WDlTiN+X1dST6P9YNApPNfT8JJ62lSIhZsKUL2yGk+M8HNbTzSBLotpo4LRuqEef27Iwc9LshAcoMJrkyvAR+9BFiXw0qQQ1KyqxayVWZi1Mhu1qmnx8qRQZsgQGdsnAKN6BmDHkQJ8MScdR+OMmDQoCF1b+bg9t75KBFqv/Q2aoIAyZY8Y2gtN53yBtM17mKEjfedBNP3tU0SO6mc/xhBTBW3Wz4K1sAhHxz6DxK9+Q8wzD6LB12+UeX5vqae71fdJ2tTg8rUpat8PD9AzA86sdUYcOWfBwPZadG9eRvvuJbQn6hOofY/rIW3f9P+kvgbWnmavM2LtfhNqVVZh2hDPfZ839cVVKigwvpsaadnFWLjNgpMXbejZQoX7GnoY20QpMPw+YWxD46GL120Y1lHNxhjOY5sNhy2Y/pdZ8nI3tvG2fs+b6onz34R7Xjgwf/585slAHg0i5Hlx/fp1tor/xBNPoPgf9vn55ZdfcPjwYWZgIFlEatSogdatWzNDy8yZM/Hoo4+W63zO8vv6+rIXxzP1avigXbNAvP5lAg6fFFYoT5/Pw+9f1MfA7hWwYPV1t2VjquoxdUIV1I7xgbHIs9V+QLdQVI30MDsRzxmpQqMaGvy4LB9nkwRrd8KVfLw72R+dmuiw4aC8+Z4mQ1UrqvDB7FxcyxBkSblhxWsP+KF5bQ0Ox5kR5KfAfY21WLzNiN0nhadpXLIFbz3oj56tdFh3pPR83ZuqkJpRjCW7BANa/BUrG9R1aqTC3rM2WGTsaj2bq3EmyYZ1h4QvL1y1sgd692YqnLooyBQZIgwoYy/ZkCG/ICxLzxZqXE0vxqLtwsrR+RQbk6drUzXzBJCTp3crNU4l2rBmv6BHmqjTgLZXSzVOJkpHE1o1MKKzBjn5QJCfZ1n6ttHiSpoN8zYJdRF3ycomAz1barHzuBlmGVkGtNPhxAULVuwu0fslK3z0YCtjx+JLVzUaxKgwvJOOrSCWWzetNLh6sxh/bi3RzWVBN+RVsfuURVY3tLJyKsGK1XtL9Ul11bu1GicShAJdm6txMsGKdQcE+S5csbGVqg4N1dh2TH4lpm9bYYDyx0bBcyUuuVQ3O46ZZHXTv70Ox+MtWL6zVJ80KevfTodj54Xf6d5SiyJTMWasLmSeFmeTrDBZgBFddNh0yMS8apzp3ZL0YsOCrYLOz122MVloAL/rpHu90DWvEvVymfSiQO9WGhy/IBTo1lzDDDpLd5auYpJR7anhetSvpsLJROs9ad+En0GBAR106NhYh/xC27/mHu7TSoMrVFdbBHloYM7qqoUGO0+aZeuqXxutUFd7xPoV7ps+rbU4fkFYzuveQouzyRYs3VHa3tMybXh6hMFjXVE9Na6pwQ9L83D2Ykk9pVjw3iMB6NRUiw0H3NRTHQ2iKqrx/qwcXEsvqac0K16f5M8mwIdiS+rJR4GBHfTo2ESHPA/1RNSsqkHzenp89ns6Tp4v0U+SCV+9EI4ebX2xanuebLk2DQ2IrqTFS1/fwNU04RqSU8345KkwtGlkwN4ThagQpELfDr74fXU2thwUPC3OJpoQGqhCo5o6bDvk5H2hUKDKxCGo9+nLQDmrt877zyF1yXrEviAsrtzctBua4EDUeedppC5ayz6r8eIjsOTm4/CwqczTIm39TlgLjWj4zZu48MnPMF5O9fp6ult9H9EwRsUWHvTlbFN9xPa9Wdq+yZCy84R8++7fVtq+z5W0b+orxPZNq+vUby3eXqpXMpo/O9IHDaJV9meHN/fF3ZqqcC2jGMt2l45TyJh1XyMV9sXKj216lIxt1juMbQxaYWxzOkm4LyJKxjZnL9mQmfvv7Pe8qZ7+bdjK2yFyPMI9LxxQKpU4duwYsrOzJZ+TYYC8HSjEgzwfDh48yEIjCPJ6mD17Nnr37o1GjRqxvwsWLJCUT05OZt4TLVq0YGEMzz33HNLT02Vl+PDDD9GqVSucPHkSNpuNhZNQ+IWj4UKkfv36GDx4MDuGjqVwCZJrxYoVGDBgABo3bsyMG0eOCLNNCjt59dVX2f903IEDB1jYSLdu3eznTE1NxQsvvIAOHTqgadOmmDx5MuLi4uzfkw7o9emnn6Jdu3Zo0qQJHnvsMWbgKS9kQPn1119ZaAeVp2sQvVnoO/r8888/l5ShayJ58vKEARh5xfTt25ddI/39/fffmQ7uFi0aBaDQaMXRU6VPm+xcK07G5aFVE3+PZV98pBqbJD7z/nlk5bh3q4sI02LyqEr4etblMuWpF61mk7TY5NLzketefIoF9WPUHstdy7DaJzYE/X893YYGJeXqRKmhUilw4kLpA4QeRqcTzfZjCHpYkRcCGRgcoYc3uSxXC3ftpGnCHxaowNlL0kkkPdgrBCgQWqJKesCTy+CtGC5InuqRSpxJkj7gTidamTzREa7dHbl2knuiS5mLVlQIVLKVfEf6tVEjtwAuYRNystAKxslEaX0fv2BhssRUcl1GoJAVcrGlB7xzGZKxQqAgCw2GJvfTsxWvn1eVz5eS5KlRScmuy5FTJbqJiZTRjb+gm9MlBiURGkCQbkR5Zq014a/9UjdjcgZTu7kNVSoK7VHhVIJUNzQg1usUqF5ZXjfknnrSuUy8oBsylhB1q6nZoNkxRIT0R+ETdaPU8nqprMQpJ71QHXjSC7nYnpYpI9YTSRN/2Yr9Z6Xy0gCecL6v/sn2TfRuo0O9ahr8uiofp5zuUa++hyurWHt2vh9JHmr7snUVrHS5xhMJpfKQRLQauP+Mm7rysIJdL0Yj1FOJgcmxnhpUd78qWj9ag2vpVvuEmKD/hXoqLde7jR71ojWYvjIfp53ufWca19Iz4/ip+NIJY26BjYWONK3t3rumUS0drqaZ7YYLgv6nV5PagiG9ZX09TJZi5nXhyPd/ZuLbBZku5wxoXAcNf3gXKX+swPFJL6EsDNUqw69ODK6t3CT5PHXZBvjWioZPzWrsfVjPjrixbockROTa0vVQqFQI69XR6+vpbvZ9rE0NMCAhxYqfVngO5bG3b5JFpm24a9+l7cnqIr9je6KJ8r4z0meCGJ7jrj15U19MskTLjW2SPYxtfMF+L9ZpbHM22cZ+I6RkbBNZMrYpr+HC2/o9b6onzn8Xbrxw4OGHH8bZs2fRqVMnZrCYPn06MyL4+/sjJiYGr7/+OpsoN2vWDLt372ZlKHTjxx9/ZF4Zq1evxvjx45kBggwaRE5ODvvMZDKxCfasWbNw6dIlPPPMMy6/TyEpK1euZMfQpPzixYvIyspC8+bN3cpMBoQbN27g8uXSCS/J9PjjjzNDCxk9KDSEvu/Xrx9ee+01dgzJT9fhCBkGxo4dywwRP/30ExYuXAi9Xo8JEyawvByOoSckF+UGISPEmTNn8PXXX5dbz1999RUz8Lz55ptMZ/fffz/eeecdlouD8ncMHToUa9eulXiJkHGjR48e8PPzY4Yk0hXp/K+//mK6JDm++OIL3C2iKumQmmZi4ROOXL1hQpUI9wND4rPpyXj+wwu4eNnoMazkhUeisPNgFg47GEjcUTFEiZvZNpfkP2lZNvadOyiulSzrzrBywUK5iFAVi1GlWFznY4L8lMz7gKCHsVqlYCEjjqSXrG6LExVHyHBBOJcRjRRiGXrAF5qAsV3UeGOcBm+O12B0ZxX8PHjkhgQo5OXJKZb8tkSekoGf2zIl3xPkvti8lgpLdprLTLpE10GykM4coTojaGDhjFhvLmWyiiVlyJPgk3kFmL+5CPllxA+LhNp1Iz13erZ73VAOE0eZ3ZW5kUUDsWK7yzKFkTSvrcI+p0GRSIUAJdRqhUusuXjdNMhxqxvnMg761KjoOpUu5yUd0f0sp3NRL7S6I1tPcrIEK+TrKcdmv2fobKv3mV2MYrQySlwrI87+brZvYvcJE96dlcsmHf+ae1iUJ1teHhoEu8hT8nvO9Wu/h4OUQl3tNcnUldDRORqC5PQtW0+ZUn27lAt1vU8FOW0Id6jf3SeK8M7MHJyI95yDgKgUpsaNTKuLLNfTLYisoPJY7ppMTozrGRZEhgk6qBapwfV0K+pG6/DBtAqY/V4k8+hwFzJSeCkV2+v2ROyLn8Ba4DkvEOFXtwb7mx+fJPm8ICFZ+L52DJR6HXyiqyA//qLkGNPNTJizc9kx3l5Pd6vvE9vUx3PzMW+TsVxtSmxP4uSwfH2fm/Zd0p5IFvqPVvudJ6qNqntuT97UFweLY5uScYAI5WlgsnoYS4hjB5F0p7FNRLAwthndRY3Xxmrw+jgNRnZyP7bxtn7Pm+qJ89+FGy8coDwSNKmmlf8TJ07gyy+/ZIk56XPyXiAjBk3mNRoNwsLC2GSfjn/qqacwcOBAREdHs4n4uHHjmOGDJt80Cc/Pz8f//vc/NGzYkHlLUA4N8iIgg4bjhJ68CcjoQccRogdIcHCwW5nF7zIyMuyfkeGFPC8otOT9999nxyxatIjJTtdAkPxarTTGkgwElJD0m2++YcaTunXrMh1QOTIsiNA53nvvPXvoChlFjh49Wi4dFxQUsGskI0qXLl0QFRXFQnUogSiFvxCU24M8QChchkhLS8P+/fvtCUDJWESeLP3790fVqlWZt8uzzz7LjClFReVPnnkr+BpUKCh0HeCRN4aPwXMzSkope/A2tFcYIipo8cuCUiORJyisgaz3ztDqElm/3UGrO4Uy5YzmYvYdO7cWsucWP6NkYOxvye8UOY3XTCXv9TILWqJsRWbp+cX3ogs5GS8CfICr6TbM3WxhISbkOfFwHw00bhae9SW3c5FT3Kgon07roYzZTRnxWjXAiE4abDpicTF0yMsiXIdzDKsom/i78mXkdSN+T14FZDC4FcTfM7rVjaL81+CmDMXBvvugASO6aJm7rbtEoPqSqCiX6xR1IxODLn7mWqZUN6XHwE27kJOl5H500bl4jbdTtwq3g74B7QQ37bhk2z1r3wTlsCjLUc377mF394D0e2kZyJYR38tdg1hXFPt/Jc3K3Po91lORfF8pdx87Xou7PtbxOigvQnkdCsklnJJBO0OGO4NO6bmcTDij0aGcv68SwQFKTBkVhO2HC/DZ7HSculCEyUPkc16YM7NhvFJ+b0x1oBCDZ8mRhrZQiAj7PsAPmkB/2WPE4+gYb6+nu9X33U6bMojP4lto32J+kLLat1x7GtSBwmWsiHWanHpjXyyG3dzK2EYcuziPbUxOY5uIkrFNaroN87ZYWIgJjW0e6i0/tvG2fs+b6unfCBlQvfH1b4PnvHCCjAr0ohAECpfYsWMHmxQ/8sgj2LRJ6tKYmJjIEmpSOIgjNKEnLwsKDaFdS8ioERgYaP+ejAL0Ejl+/DgOHTqEkJAQREZGuhgmcnPdr8SLBg4qK+K4wwYZWsgYQnKUhSir47nIcEGGDMfyZHCg8zoaM0gP5eHChQvMwPD888+zMB0Ri8XCjDlGoxFVqlRhOiSvDAqhIe+K8PBwtG3blhlprl27xoxBZGQRofqi81LojE5Xds6IsnBOxqXwYJ8o/pt9KuW4eGB4JN7//iIKZOJlqVt33lDGkwOdp46IYjbdIXqVlLV7jXj6spz45MQob5kVe61sMHglXfgk+UYxG5g92k+DZjWUOHjOduvnlhGorI16xDID26nZLhq7y9i15FbP+3fLlJcy6/QOyEM7E/y8sgjBAUIc67QhOnyztIglz/w75y3rvhXv3TLPK/PZ3bxnHKGVpUcH6Ng9PWdjkUSWf7p9lxdvu4eV/5A85HH06EA9bDYhGZ1jf+csg6fze7rW2y1nLy/3jLrNuvfUN4jej7TSGuCrwtfzMnD4rNGe86JCoApDu/m75ry4RRRy2S8d5aCGU+Yx9geY19TTrZzv7/R9t4PiH2xPjw82sPZEyTvdiesNffHfOW95y6zaZ2WGJsrNJY5tyIvh4X4aNK2hxCGnsc297vdczu1F9cT578KNFyXQhJiSY1L+hoiICDaxJi8JelG4AnkykIHBEXfJO8XcC2q1mr3KwsfHBz///DOb0JNXBnk7iEYC8pCg3+3Vq5dsWcq/QcfQhJ+8FcTfdYTycjgaCtzh6Xocz+nssXEriL9BYSZyeTzEc5OXxUcffYQ33niDeYRQXgy6BlG3lLujffv2LuXJ+ENhNH+XdbOaSt5TOEdwgKu53UevQr6MR0Z5oQfT8w9HYdehLBw9nSsZn9F39J62LO3XThqacvS8Gf4yW22xlVeZFSYR+k4umRetwogrU7RyK2cJNzhZz0VLO23p6IjorSC3Ak4rwMIxdK5SOcVVCXFl4HKa6zVculHMZBMTXrmeu+RcTren+F5WHpNUZrlrqBulZLtrfLfCxB7CjpNNqiNmuS7nee0rIm5WAeV0427l5VZw9pqxX6ebFRpPZdyt6uQU0MsGpAIZOcWYMljHMowfdcoPYixxjnK+x8Tzyt2/4meCt4eMboqKPa4q0XFy57Vfo5MsHu8ZuyzOvyE9pwjlGnmgt46tyP20yujiVvxPt+/y4m33sP0ecLo+sR5kPU4kK3ty8sClrib10Qt1tVJaV5TwtncraXLro+dM8PdRyq5Qe6on55V7R7nKo6O+7fXo3166c9WBU4UI8FO5kcW9hZ28NeRW/MnrosAoyGI0kWdBMU6cl3oRnogvYtur0larfwdLtrBAo/aX6lf0prBk59k9LpyPEY8Tz1HrjWno/3yQV9STy/nuUt93O9jbt5t+TLY9SdqgqyzO8lOuhgf76pn3wQ/LC136Pm/ri+3ndfK8dBkXyKzViZ4IWjdjG9EjQ3Zsk1YytikJr/Cmfs+b64nz34UbLxwmzYsXL2aTX+edOwIChG2+KlSoIFmloLAJ8kCgkJJ69erZP6dwBzIokLdFzZo12XnJe0IM2aAcEZRfg3JSELVr12b5JyjvA3l4UF4NMpioVCoWTvHDDz9gzJgx7PcciY+PZ4ksKb8FHSty6tQpe0JR8mag36PEnWWtsojJPsljJDQ0lH1G3gynT59moRx3AjJYkCHk6tWr6Nq1q/1z2s2FvDIoHIWgUBD6n3RH8lNYDUFykWcI5fCoVk1I4kVQeA55xlAi0TvBE2+fk7xv3yIQLRr5s0mro42nUkUdLl29/VCVsFAt6tX0Za+eHUs9XojxQyLY6/P5uTjtlHipcQ016lVTs4m0Y7dOsYzkwuoOchevGuY6wKUtUJOvCZPM6xlWNqijHQkc92SnY9KzS7NsU/yn1VaMUH+pFJR7gqAtxpwRQy4oX0ZqaaSTPRkTlaEBQoNqSqTcFLwtRBQlyaLy3UTh0ISZyeOU2Ml+7iz38tAx4koIex9YWqZHCzU0agWeG+Hq0fPRw3qWvHPxDrNL/CfJQoktgdLJu7jV7PVMV1nEOOgKQQpcuVn6uXAOwTX5dqGHf6k8pecR43Dl3I1FfZEupLpR2stQ/pP60SpcvmGTDDDIzZMI8HHtb0p1I/3OrhuZ6xR1ExaotJ/buQy59JL3h6gvEbqPaXImd95SvTjJIl6jTJytqCuKX7/qkCvAXk8OdUtbv43pRtvTFmPGX0XIyXfV856Tpn+0fZcX776HreWrK3uSQGd5FHZ9iTSjuuquY3X16xqjS11RYrvjcdK+nnawoESNcvXkKVcG6aFquGs9hQUrkZxadj3tOVGE/celHpkt6unRuJbO5RlVMVSNqzfc5zZJvWlhOS2cqRiqQkKK0K9RTgxKekseGGZL6cnVJU3N8bPbIe+8kMfCp0Y15ByPtX/uW0N4xufFJcCaX4DClGvsGEe0YSHQBPixY4hLMxZhecwkr6inf6rvux3ctm+ZfswuS0nOApJftn07tqdaaozrQdtp2jB9tRHZMn2ft/XFIpklsoS4G9vIjSVKnn+UdPyaw9hGOIdQhsY29aspceUWxjb3ut/z5nr6N1JcXJbvCqc88JwXJdCEmAwKFIpAE+XY2Fg2Qd62bRtLDEmhGC1btmReEmKCTEoeOXr0aHz77bcsiSXtKkK5IWjLVUqSSYYCyoVBRowXX3yRhaGQIeDtt99mBgvy8HCEEoWShwcZMcRwEDoPfU5JP+nc9Bvi71AiTQqlIIOHI+TVsH37dmYMoNwShYWFduMFyU+QHBSi4QjJGhQUxBJgUqJSkpd2HqE8FXSdtwKFmezcuVPyEpOfkiGG9EzJSUmPtA0s7S5CoSEiBoOB5RohLxRKWCoaKkindL20wwqF81DyUzJakM4oxOXveIU4Ep9UKHkdOZ3L8l6QAUMk0F+FRnV8cfR0zm3/TnqmmRlKnF/E2u032f8pN2y4dN0qedEuBGRgoN0FHCdpNSurJTsUOBOXZEHFUCVLYCZC/0eGqth2qOyYkr9Na5UOaGmP7YbVNfbvCDJiJF8vZg9jR8jwQKsBKTIrDJSYk4wejvueC2WERJtZeULs7oC2KnRuJD2mbpQCWrUCF1PlB2skT9I1G9uKzTnhE61e0ARb7kGcnmOzJ4Wyl4lWsQRZmXnF2HzEgu+WF0leB2IFPdD/9L2cLLSvepMaUvswvSdZkq+7Dnzp+mlA2bSmU5maKjYgEJOF3Q4kD+nN5TrLoZvG1aVlGsUoWeItStJJLsu0dWznplKZa1cV6k5uYiDqhiYU0utUo6AM3TSp5awbtUQ3tNUf7arhYMtlx9BgKz7FWm690DWTXi550ksNJ71UV9n1QpDHztjuWiRfs+GH5e4HhTSo/yfbd3nxxns48aqN6fmW6oruG6drIOOQtK5UGNtDx/qP75cVytZVToFrPcUlm4V6inGqpypqxCW5D6WMTTIL9RTqUE+hQj3Rd2VB98zFK2bJi3JQGPRKtnuICHkb1I3Wsu/cQbuTUNJOeonQ/5XDNfadS0SPi7aNpVkFaWtW2lbVk/dCeShIuISCxMuIHNZb8nnE0F7MsFGYLOSCurl5D8L7dYHSwd0vYlhv2CwW3Ny2n70vSr3hNfX0T/Z9tyNL4lUrawuO0HvWntzIwtqTU/umvvCGQ3uqV02F8T2F9vTt0sIyDRfe0hfbZbGVjG2ipGMQek9jGzI+uBvbOI+H6otjm3xhF67+bVS4z2lsU6dqydjmms3r+j1vrifOfxfueeEATdop5wMltyTjAE3uK1WqxDwhKJyEIA8EmiyTkWHjxo0sfIFyU9BOFzdv3mTl33rrLbuxgCbhlIjy448/ZpN2mmBTosqXX35ZVgZxRxMKH6EJPYVK0ESfPCJolw0yrFDoRa1atZhhYcSIES7eFLRjCHkgkHcDbUVKE33RMEDGDvqMZHHejpQMC2QQoN1KyOODoHwelJSUEmPeCrRjCr0coTwWJIuoM7ouMgSRtwslPSXjkSMUOkJJTMVEnSJk0KG8FnQukpU8YkjfdI67xelz+TgRm4tXHquGGYuuIifPiolDIpBXYMWaremSXUk0aiUSLpVv+z+LtZgZR+RIz7Sw72qVpkuxQwOg85cteKCfASt2GpFvLGau5zQA2nWiSDJxIcMD7SsvuqP3aqPD1GG+WLlLGJAOvk/PEjQdPScMxuhBsv+MCcO76NnKOg2QurbQscHfpsNFgLJ0cLz9hBWTeqsxposaR+KtiApXomNDJTYesbI94mmlgWIXySuioESsbSesGN6RBmtA3GUb6lZVolGMCgu3W+wPx12nrOjeTI08I3A+hTLCK9i+67Q3euI19w+0rcesmNxPg3HdNTh8zopqFZXo1FiF9QctdnnCgwV5xFWOrUetGNlFw3QXm2xjgw8KE5m/RfB/JANGplOOONoulZAbxIhsOmzGlCF65o55INaM6AgVujbXYM1eE8sDQbKIWfBFWTYeNGFcTz3yC2m7VgvL0N6slga/ry876WtZbDliwSMDtZjQU4tDcRZUi1Ayo8O6Axa7PKRnGmiI8pBhZnRXLfKLgLNJVmYYooHrvE0me11tO2ZBz1Zq5qWTcMWGShUU6NFCg/MpVsQ5bTUnQtc5dZgBk/rpceCMGTGRKnRrocXqPSW60Yq6KbZnzt9woAjjexmYKzttAUe6aV5bg9lrS9vPliMmNK/jw2Kstx8zsZXVAe112HfabB8gObP5iBmPDtRhYq8SvVRUMb2s3W8u1UuI4HUk6oXqdkw3HZOFsqM3iFGxCfvcjcJNTm1uZBctC63afNTsskNIdl6xxwH93Wzft4K33cObj5jw2CA97u+lw8E4C0t016WZBmv3lVFX3XVMh2cuWtmgW6gr4QDS36iuWpY8ju6fW6mrCylWnL9kxqR+PkI9FRajX3uhnnYeN0kmvOS1kHJDmBBSXfRuY8O04X5YsVO4f4d0Mtx2PRHnkkw4m1iEqSODsXBDDvIKbCwfBd2jmw8IiS9FwwQlBkxOFfrb/acKMaiLH156IAR/bhS8OUb38sela2YcOC3IFnvRhKOxRozvF8Dc11OuW9CxmQG1orT4ap7DMnM5odAPv/o1mdGCdgsh4j/8AU1mfgJzRhaur96KioO6o9Kofjg6rnRntoQvZqDS6P5otWYGLn49C761o1Hn/edwecYiGC8LYbPeXk93q++7LVkOCe37AWrfZwVZqH3/5aF9bzhkwrgeevb+zEUL253CsX1TexrdTcfa06bDJokhlcjy0J68qS/ecdKKB3qpMaqzGscuWFE1TIkODZXY7Di2CVQwg4U4tqHx0LCOZPwpGdtECWObRTtKxjY2sLxZ3ZqpWf94/oowtunaRMW2Zb3oZmzjbf2eN9UT57+JothdogPOvw5KVkk7pVAIhmPSTs6t0/uB4y6f+fmo8Ni4SmjXPBBKhQJn4vPxy/wrSLlWOpn47JWaqFhBiwdeOCt73t+/qI+TcXn4csYlj7+/4femmLv8Gv5YcQ21mshvAUfbUg7vbGCrOGS/SrxqwdLtRonb3tMjfRESoMTbM0tdjIP8FBjR1YC61YQVaVqtXbpDauWmB8mgjnq0rKthsY2Xr1uxfKeRuZ4HhUhX3+pFKdC9qYq5EVLegwNxVuw5I8gQE6HA5D4aLN1twbELpXK1qk0DARUCfclYAuw8acXxxNLvyRzXqo4SbeoqmdslDQ5OJNqw9bjVHrZCWMyuk+MG0Ur0aK5mRhN62O0/a2XGEIL2RH90gBaLt5uZsUWEtvckI0egrzAY2X5cKq8zdH4KJ3nlV+mEzGi0uKws9G2jZVvICQk/zdh+TBj01qyswhPDDJi/ycgGJCLtG6jRtbmW1RMZEjYfNuHwOflVc9LNW5N8Xc5BaGnvUBnd9Gqlsetm32krdp4UylWvpMTjg3T4c5sJR86V6qZNPWFgwnSTU8yMFUcddEe0ra9C+4ZqFn5DRozjF6zYdNgiqauiItfQiL5ttWxrtaz8YrZ95zYH3Tw5wgfzNhbiYKyDbhpq2ECf6SbbxgbHh52uu3olFQZ31KFymJIN/g/FmbF2v0myG4BG6+qBQnoJL9HL3tMW7CjZLYXib6cM1mPh1iJmECu9ZjU6N1EzWUgvW46Z7fk9aFvdxwfpPU4aNh4WrtVYaP7H27cjE3obUKuK2n4OtdN9cy/vYZXK1cWW6qp3a7pvFGxAu+e0WVJXU4cYsHBLEQ45/B7VVZemGrs8W4+aceS8xV5XUwa734OZJmtUX4SxwLWuyKg7vKseTVg9KZB4xYIl2wql9TTaj23j+9avpV56Qf4KjKR6itbAaiXDqQVLt7lf/ZzYxwe1qqrt58jOLJDdOWRCv0C0qK9n98z5ZBPmrc1GqoOr9uuTQ1EhWIVnvyjNDRUSqMTE/oFoWFPHVofJU4PKURiWCBk8yBjSoYkP233kapoZy7fm4Uis0AeO/aw0DNSRkE6t0W7LXOzrPhEZOw9KPjsx+RWkzBHCZ4moR0aj+rMPQV81knliJHw2HVfmrZScL7hDC9T79CUENKnHDB/0/fl3vkWxpbS+1358wGvqybk93c2+z65zfwXefsjP5RyE0qlNUfvuQ+0pWMnaE2vfx832nBVPDDVg/mYjm6SKtKP23ay0fdPkV2zfJP+0oe7b0/qDJmw4KBiMVBQr4cS97It9fNQuYxsyLIhjm4NxVuw9K9wv0RUVeKiPBst2W3A8ofQeakljmwYqBJSMbWjsQWMXEdJ+yzpKtK5TOrY5mWhjizqOz8v8fLPX9HtMbqdF0ntZT19Mkd+i+d/AikO3nyPvbjKklfvttL0Rbrz4fwQ3Xtxd48W9wp3x4l7hbLy4l8gZL+4lzsaLe4mc8eJe4my8uJc4Gy/uJe6MF/cKucnWvULOeHEvkTNe3CvkjBf3EnfGi3uBnPHiXuFN7UnOeHEvkTNe3EucjRf3Emfjxb2mrB3L/km48eLO828zXnhXz8HhcDgcDofD4XA4HA6H44T3mBk5fxvaLvXcOekuGRwOh8PhcDgcDofDuXfwWIc7A/e84HA4HA6Hw+FwOBwOh+PVcOMFh8PhcDgcDofD4XA4HK+Gh41wOBwOh8PhcDgcDodzlyhm+81w/i7c84LD4XA4HA6Hw+FwOByOV8ONFxwOh8PhcDgcDofD4XC8Gh42wuFwOBwOh8PhcDgczl3CxncbuSNwzwsOh8PhcDgcDofD4XA4Xg03XnA4HA6Hw+FwOBwOh8PxanjYCIfD4XA4HA6Hw+FwOHeJYh42ckfgnhccDofD4XA4HA6Hw+FwvBruecHhyJCfkQ1v4bPQb+BNvJz5DLyF2rX84U2cOV0Ib0Hl7137ib+R9hS8hTf8voS38JHpFXgTe/v/CG9h6ep0eBMGXx28hajqofAm1n58AN5Cv1fbwFtY8NI2eBPBYX7wFj6uNBPeRF7t1vAW8vUh8CZ8irLgPXhP++YANpsN33//PRYvXozc3Fy0atUKb731FqpWrSp7fHx8PD7//HOcOHECSqWSHf/KK6+gUqVK5f5N7nnB4XA4HA6Hw+FwOBzOXQwb8cbX3+HHH3/E/Pnz8f7772PhwoXMmPHwww/DZDK5HJuZmYkHH3wQer0ec+fOxa+//oqMjAx2fFFRUbl/kxsvOBwOh8PhcDgcDofD4ZQLMlD89ttveOqpp9ClSxfUrVsXX331Fa5du4aNGze6HL9582YUFBTgs88+Q+3atdGwYUPmhZGQkICjR4+W70e58YLD4XA4HA6Hw+FwOBxOeYmLi0N+fj7atWtn/ywgIAD169fHoUOHXI6n48hTgzwvRCh0hMjJySn37/KcFxwOh8PhcDgcDofD4dwlbMXelYtMpHv37vDEli1bZD8nDwsiMjJS8nl4eLj9O0eqVKnCXo5Mnz6dGTMo90V54Z4XHA6Hw+FwOBwOh8PhcMpFYaGQpF6r1Uo+1+l05cphQXkv/vjjD7zwwgsICSl/klruecHhcDgcDofD4XA4HM5/jC1uPCvKQgz/oNwXjqEgZLgwGAxuyxUXF+Obb77BTz/9hClTpmDixIm39LvceMHhcDgcDofD4XA4HM5d4u/u7OFtRJaEi9y4cQNRUVH2z+l9nTp1ZMuYzWa8+uqrWLNmDfs7adKkW/5dHjbC4XA4HA6Hw+FwOBwOp1zQ7iJ+fn44cOCA/TNKvHn27Fm3OSxeeuklrF+/Hl9++eVtGS4I7nnB4XA4HA6Hw+FwOBwOp1xQrosJEybgiy++YDkrKleuzLY+jYiIQK9evWC1WpGRkQF/f38WVrJs2TKsXbuWGTBat26NtLQ0+7nEY8oD97zgcDgcDofD4XA4HA7nLoaNeOPr7/DUU09hxIgReOONNzB27FioVCrMnDkTGo0Gqamp6NixIzNYEBQqQnz22Wfsc8eXeEx54J4XHE45MeiVmDKpOjq3D4NBr8KJM1n4dkYCLl8Rsu2Wh/dfqY9CoxUffX1O8nmFEC2mPVQdbZqHQKVS4HRcDqbPvYhzF/Jkz7MvMRXf7ziOxLRshPjqMbpFbUxsUw8KhfttmHZduIJfdp3ChbQsBBq06F4nCk92aQqDtrQb2HbuMn7dcxpJ6Tmo4KdH/4YxeKh9A2hUKrfnrRulwoD2ekSGKpFbUIydJ0zYetTkUQ8t6qjRu7UOoYFKZOTYsOmQCQdjzZJjqoYrMbSTHlHhKhhNxThw1oy1+4tgtXk8NS6d2439a79GxrULMPiHolGHcWjW5SGPuhFJSzmLxV+PwoTX1iMgRLqdU+zBZTi2fRayb16Cf3AkO2/j+yaWeV6dBhjaxYBmtbXQaRW4cNmCxVsLcD3D84X4+ygwspsB9atroFIqcDrBzMrl5Jc+aQJ8FRh0nwH1otXwNShxPcOKjQeMOBIn1SVRu6oKfdtoEBGsRG5hMfaeNmP7cYtHGZrVVKFHSy1CAxTIyC3G1qNmHD4nLdO4hgpdm2kQHqRk9XT+shV/7Tchr4xmoanZAL49hkMdXgm2/BwU7t+Kwj3r5XXYrAMChj/s9lw5S2eg6Nge9r+2XjP4dBkEdYUI2PKyYTy+DwU71wBWa5n1NKyLD5rVEeop/rIZi7eUs566+6AB1ZMCOJUolJOrp/oxmtJ62m/E4Tj5dqKpXh8+XYdARbrJy4Hx8DYY922Sl7tJO/gNftCtfHkrZsGcfB7BT3/s9hjj8T3IX/W77HfnTu7BukXf4HpKAvwCQ9Gh51h07j/J7X1vMZuw46/ZOLxrFbIyriEopCKadeiPboMehlotzUgusnLuJ9i1bi6+mH8G5YHqZ1QPP7Ssr2P/n0s2Y8H6XFxL91zHAb5KjO3th0Y1daCt5U/Gm7BgQy6y8+TrOCRAiQ+mhmLj/gKs2J7vvn13NqBpbQ10GgUupFiwZGshrmeWfd+M6Er3hFpo34lmLNlWKLlvHOnSTIserfR4Y3qO7Pc1KyvQq4Ua4cEK1vb2n7Vi92nP+mhcXYmuTVUI8VcgM68YO05YceyCe7n7tVGhY0M1XptZdhZ5UTeDO1Hf56CbbYW4UQ7dDO9iQL0S3ZxJNGPpdve66dxMi+4t9XjrV3ndiOgrV0Sn42twePg0ZOw86PHYSqP7o+arU+BTvSoKk67gwufTcWXuCskxgS0aot6nL7G/lpx8pMxZhvPvfY9is2v/6wzdt2N6B6BVAz30WgXikkyYtzYbqTfLvofH9wtA49p6qJTAiXNGzFuXg6xcqU77dfRFt1a+CAlUIT3Lig378rD5QIHXP7/3nr+E7zceQMKNTIT4GTCmbUPcf19Tj8/ZnXFJ+HnLYVy4lo5AHz16NKyOJ3u3hY9WI3v852t24489J3Hi46keZTlw/DSmz1+Ki5evICQoAMP6dMfYQX3KNZawWK14/LUPoNdp8f17r0rlPXAEs5eswqWr1xASFIg+ndtj4tAB0GjcT8kOHz2G2XPmIvnSJQQFBWFQ//4YMWxIuWSh1e9nXniJ7QDxxScfSWXZtRuLli7D5ZQr8PX1RfOmTTB50v0IDg72eM6Dx09h+rwldt0M7dMDYwf3Lbduprz6PnSkm/dfY5+l3kjDyMefd1umX9f78NqTj5R5bs4/DxkrXnzxRfZyhrZFPXeudL7z22+/3ZHf/E8ZL1555RUsX77c4zGOSnbm6tWrOHbsGPr371+u3yP3GEpGQuf8+OOPmcVpzx5hgC3y7LPPMmvTJ598gqFDh9o/P3LkCMaNG4fFixejcePGuFVSUlLYvr1z5sxBmzZtXL7/7rvvmC62bt2KvwtljX3ggQcQHx/PrsW50zt//jyGDRuGyZMns+v9t/L2C/XQoE4AfpydiPwCKx4aWw3ffdgEE6cdRm6+50kg9edPTq6Brh3CsHaLdO9jXx8VfvysKQw6FX79IwmXrxaiS/sK+OGTpnjy1RMu5zp55SaeWrQdvetHYWqnJjh++Qa+3noMFlsxMzTIsSM+Bc8t2YkBjWLwVNemSLyZje+3H0dmgREfD+nIjtl/MRXPL92JXvWrsWMS0rLxHTumCK/0lo9di45Q4bHBPjh63oy/9hlRvZIag+/TsUHVpsPyA6AmNdW4v48BO46ZcDbZgsY1NJjY2wCLtRhHzwt6pMnyE8N9kZRqxW9rCxERosSA9jr46BX4c6vRrZ6vJR3HmhlTUKtpX7Tp8zRSLx7B3jVfoNhmRYvuj3qoISA99TxWz3gMNptrXZ7ZvxjbFr2J5l0fRtU6HXD90gnsXvUpzKYCtOzxuMfzPjTQFzGV1Fi+vRCFpmIM6KDHs2P88d7MHBQUyQ/GlXS/jPSDXqfA/A0FTJ9Du/jg6dH++HB2Dmw2QK0SjiGdrN5tZBMwmng/MtgPalU+Tl8qPV9URSUm99Ph+AUr1h8oQkykEv3baaFUKLD1mPxAu1F1Fcb11GHXSQvOXbKiYYwKY7vrWD3ReYimNVWY2EuPvWfMWHfAzCYdfVprMGWwAV8tLoTFzThcXaU6Aic8g6LTB5G/ZRk01WrDt/dI0IUW7nS1vpvOnUTmz++7fO4/9EEodAb2PaGpUR8BY58QzrtxMdThleHbawSUPn7I+2uex3qaPMiP1dOy7QUwFhWjf0cDnhsbgHdnZHusp6dG+bN6mrc+nxkeh3U24JnR/vjAoZ7oGINegVW7Clk9Nad6GuIH1eo84JiTbirHwH/sEzCdOYyC7SuhjqoJnx7DAaUKRhnjjin+FLJnuhomfAfeL+jmwikUFxllj9G36gptg5Z2w48zyfEn8NvnU9GkXV/0GfkkLp47ir8WfMnaSLdB8gPJFXM+xpHdq9Fz6GOoWr0RLieexqZlPyHrZipGPepahwmxh7F7/R+4FR4fHogaVTRYtCkXhUXFGNzZFy9PCsbrP6SjwOimrpTAcxOCYNAp8PuaHFZXI3v44YWJQXjnlwzZSdVDgwPgo/fsoPrQAF/ERKqwbIeRTdL6t9fjmTF+eP+3XI/3zRMjfNmkdcHGQpBteEgnA54a6YeP5uSy+8aRlnU1zNCRlSd/vqphCtzfU4NTF23YdMSC6Agl+rRWsWveeVK+ETaIVmJUFzX2nrEiPsWG+tVUGNlZA6vNjJOJrsqIjlCgfQP3Rmw5JvWnvk+FFTuMrO/r106Pp0f74YNZQr25083U4b4waBVYuKmQ9X1kAHlihB8+meuqmxZ1NMzQ4U43IvoqEWj910xoggLKlDtiaC80nfMFLn43B2kbdiFicA80/e1T2IpMSF0k9E+GmCpos34WMvcfx9Gxz8Cvbg3Uef9ZaEKCcHra22X+xrRRwahRVYOF63OYLoZ288drkyvg5W9ueLyHX5oUAoNOiVkrs5hhZ3Rvf7w8KRRv/JBmv4fH9glA73a+WLolFwkpJjSprcekQUHs++NJ3vv8PnnpGp6csxa9G9XEtJ5tcCw5FV+t38fGNpO7NJctsz02Cc/OXYcBzevg6T5tkXg9E99t3I/MfCM+GdPT5fgjF69i3l7heeGJ0+cv4KWPv0L39q3xyNihOBkbjx/nLmKGgInDBpRZ/o/lfyH2wkU0ayBNWnjwxGm89vn37LyPTxjJJv8/z1uCrJxcPPew/I4LsXFxeOvd99H5vo54YMJ4nD4bixmzZjNZxowaUaYsCxcvwbnz8WjcqKHk8207duLjz75A/759MOn+icjMzMTvc+fhpdfewA/ffOWy/aVdN+cu4KWP/ofuHdrg4bHDcTLuPH6a+yesNtLNwLJ1s2wNYi8kommDuvbPQoOD8PPHb7kcu3z9ZmzZcwD9e3Qq87yc/w7/KePF66+/juefL7XskZvKa6+9hn79+pWr/Msvv8ziecprvHCkXbt2mD17Ni5dumTPyGqz2bB3716WrXXXrl0S48Xhw4eZdbVhQ2lnc6d46KGHMH78+DtyLrK0fvjhhxg0aBAz0pA7kAh1rqT3WrVq4YknnsC/FTJadGxTAS+8cwr7j2Swz06eycaiGW0wtH8lzFnkMFN0oka0L555rCbq1fKHsch1INm/ZwQqVTRgykvHcCpWWDk6fDwTgQEaPPlwDeCQ9Pifd55E3YhgfDCoA3vfoUYl9nD/be9pjGtVB3oZ6/2Xm4+gR92qeHdAO/a+dXQEbLZiLDh8DoVmCwwaNVaeSEBEoC8+HNQeKqUSbWMikZ5fiD8OxuH5Hi2goRGNE/3a6ZCSZsPcDcKAJDbZygbiPVvpsP2YCWaZcfPA9jocj7dg2U5h9S4u2QpfvQL92+nsg58erXQoMhVj+qoCNuA6mwSYLMUY2UWPjYeKkJkrP7g7sOE7hFWuh57jhXuwWr37YLNacHjzL2hy3/1Qa13j6awWE07u/gMH1n8HlZuV4SObf0GNJr3RfuAL7H3V2u2QlZaEk7vmeTRe0MC9SS0tvlucizOJwrWR58UHjweic3Md1u2TH8g1r6tBVISaTZxT04URacqNXLw5OQAt62px8KwJDWtoULWiGh//noPka4KiY5MsbLW4Vxs9Tl8qPXefVhpcuWnDgi2Czs9dtrIBavcWGuw8aZY1MvRro8XJBCtW7THZy9Dgs09rLY5fENwqurfQsgHs0h2lA920TBueHmFgk6GTifITJ9/uQ2FJTUbukl/Ze3P8aSiUKvh0GoDCvZto+V5yfHFBLiwFuZLPDG17QBVWCVnTP2TfE/rm98GWnYHcxdOZL6Q54SyUfoEwdOiFvHULAZu8PDRop3r6dhHVk/Db8Zct+HBKkMd6alFXy+rpnV+zSuvpugVvPRxor6dGJfX00exsl3rq3VbvYrwwdBkEy7XLyFshrFCYE84w3Rg69oXxwBYZ3eTBUiD10NK37gZVhUjkzPqUfU9YrlyUHKOKjGKGi4Kty2G5fEH2+jYs+R6Vouth3NRP2Pu6Te6D1WrBlpW/4r4+E6Fxak/5uVk4sHUx+o15Dl0HPsQ+q9WwLfu7duFX6DfmWfgFlO7lXmTMx6Jf3kBAcEVkZ0iNuu4go0WzOjp8+UcmTl0Q7rvzySZ8/kwFdG/lg9W75D0kWtXXIzpSg9d+uImraUI9XLpmZp4VrRvose+UtI67tTIgsoLnIRK178Y1Nfh+SR7OXCxp3ykWvP9oADo102L9fnkPheZ1NIiqqMa7v+XgWsl9c/mGFW8+6M8m44dKVrHJGDiwox73NdEhr9D9knX35mqkphdj8Q5BhvgrVjbR7dJExYwTcu27VwsVTl+0Ye0B4cv4KxYYdECP5tRupb9FznnD79MgJx8I8vOoklLdRAq6+WFpHs6W6CYhxYL3HglAp6ZabDggr5tmJbp5f1apblLSrHh9klQ3fqSbDnp0LEM3tHJQZeIQ1Pv0ZaDsRWFGnfefQ+qS9Yh9QTD43dy0G5rgQNR552m78aLGi4/AkpuPw8OmMk+LtPU7YS00ouE3b+LCJz/DeDnV7flrVtWgeT09Pvs9HSfPl/TJSSZ89UI4erT1xart8h6XbRoaEF1Ji5e+voGraYJOk1PN+OSpMLRpZMDeE4WoEKRC3w6++H11NrYcFDwtziaaEBqoYh5Hx5PMXvv8/nHzIdSNrICPRvdg7zvUiYLZasPM7UcwvkNj2bHNF2t2M0+L90d0E3RUowpsxTbM33sKhSYzDA7eFwVFZry1ZCvCA3xxPVu+nxCZuXAFasdUw1tPP8bet23WmHkMzFm2BqP692JeA+6IT7qEOUvXIDQo0OW7tVt3o2KFEHZelUqJ1k0aIiMrB3+u3oCnJo2FWu16jXPmLUCN6tXx8gvPsfetWraA1WLBwkWLMXTwQOZR4Y6ExIvsuBAZTwr6vHXLlnj6iVIPlCqVK+Pp51/E/oOH0KmjMMZ05rc/l6FWTDW8+bQw9mnbvDEsFivmLl2NUf17e9bNxUvsOGfdaDUaNKxTU/JZXMJFZrh4dNxINKknv3PFvw3b/7PdRu4V/6mcF5QMJCwszP5y99ndoGXLlqxTOnr0qP2zU6dOIT8/H4888gjzyCBjhqPxom3btlDSCOQuQO5hlFzlTlG1alVmGFq5ciV2795t//z3339HXFwcM2hQ/NO/lTbNg1FQaMXBY4LhgsjKMeP46Sy0beFZj288W5etkDz2wjFkZrmuckdX8UFOrtluuBA5djILjesHAg4TBJPFisOXrqNr7aqSY3vUjUK+yYLjKaXJb0TirmXgcmYexrSUdv7jWtfF6qmDmeFCOLeN/U+GC5Egg44NHgpMrnLTinLNyiqcvCD97ni8ma1uVq/sukoXEqBAxRAVTjiVORZvRniwCmFBwm/Xq6ZmkwHH1VAaMCmVCvadHGSEuHLhIKo3EgY+ImR0MBfl4+rFI7LlkmN34uCGH9Cy+2NoP0AwTjgz4JFf0GGg1CVOqdLAavHsPt0gRsNWY8XBO5FXWMwmxg2razyWIxd4cUJM0P80mG9YXbh+8g7YeazIPiEWuZ5uteuRICNFjcoqnHYyJJBhgVZ+q0e69jHB/gqEBytxqsTgInIiwcLOXSFQweYBFCKy/4z0mBtZgszkUiyLSg1NTB0UxZb2hUTRmcNQ6g3QVKuFslD4BsCnxzAYD26DJSWx9HO1BsWmIkkQp60gj32u0LlPBEWhOUI9maX1dMnMjESeysnW002rvRytqu44ZnSpp2sZNoQFqVx1U602THFSi0ZR7BEodQZooqSDOzkUvv4wdB2MosM7XAwWjvj2HQdrWiqM+ze7Df9IiD2ERq26Sz5v3LoXigrzmReGM8bCPLTtPgoNWnSVfB5eqTr7m34jRfL5mnlfwj8oFK06D0F5aVRTC6PJhtMJpQYzcnc/l2RG41paj+VSb1rshguC/k9Ns7qUCwtWMa+M2as9hyHUjy65b5JurX1T+BDdN+LknLhmb9+l5fq00bPf+GVFPk4lyHv3UfuuHqnAmWTpBJ4ME9S+oyu6ztjJAEHt+KxMmQqBSrZy7kjf1mp2XUfjPYc0OFIvRsMmsGSok+gmxcJCrNxB1yunm+vpNtYvivRuo0e9aA2mr8zHaTe6IQIa10HDH95Fyh8rcHzSS2XKbahWGX51YnBtpTRMK3XZBvjWioZPzWrsfVjPjrixbockROTa0vVQqFQI6yV4M7qjcS09jEU2nIovfX7kFthY6EjT2u77qUa1dLiaZrYbLgj6n15NagsT2Jb19cxQsOOINETk+z8z8e2CTK99frOxTeIVdGsg9BUiPRtWR36RGceSXI1BsVfTcDkjB2PbS72Tx3dogr9enCAxXBD/W7cXFfx9MLhFPVkZ7LKYzTh2Jg6dWku9Pbq2a4mCQiNOxJ13W9ZstuCDb3/FyH49EFU5wuX7IrMZep2OGS5EAv39YLZY2LnlZDl58hQ6tBOMwCL3deyAgsJCnD571oMsZnz+v68wZOBAVKlSWfIdzTeaN2uKfn16ST6PqiqEy6amXnOvm9Nx6NSmheTzru1aMflPxpalm18won9PVK0sbLHpyaP7f9PnILpKZYwe2MfjsZz/Hv8p40VZbN++HaNGjUKzZs2YVwZ5ERiNQmcyceJEHDx4kIVadOvWzR5GQmEQ5FXRoEEDdOrUiWVZdTRCiNBWMo0aNZIYL8jbgn6rR48eyMrKwunTp9nnVJ6OIxlE7wXy2ujduzc7B/1dsGCB/Ty0RU39+vUxffp0FiJCIRrU8B1JSEhAhw4dWIZXOh+FjYjXQSEmtB/vhg0bMHLkSObtQd/9+eefknOQDPQ5hbE8+OCD+P777+3nIMiTg7bGefvtt5nerly5gm+//RbPPPMM87wg6LroODpHly5d8O677yIvr3SVoSydUihOz5498cEHH6BFixaYOlWwGFNyGNKjKPsPP/zgooO/Q7WqPrh6rdDFZfVKaiGiqvh4LPv+/+Iw9eXjSEiSt/Rn5VjgY1DB31f6UK8UaWB/FX5B9s9SsvKYMaFaiL/k2KrBwnIY5apw5tx1YcCiVavw1KJtaPvZQnT+32J8vukwGzCIjGpRG5cycjFn/1nkGk0sPGXeoTh0rFEJgbQk50RogBIatcIlfjmtZPJaMdi1e4kIEQZEzmVulpShCbNGJZzb+Rga+NJEkI6RIzv9MmxWM4LCoiWfB1YQPJ2ybshP5MKrNsIDb2xBy56PQ6mUd4sOqViD5cCge8qYn8XCSM4dXomGHcbKHm+/3lAVbmZZXRIipWVaUTFE6bEc5UVwRignyBiXbMH8jdIBKtmdaNLsGDcdGqiAWqVAWraTzkveOxo6RMS6S8uSCp6eXWwvQ/+t3mvCmSSpnA1j1PbJuRyqkDBmTLDevC753JouvCePgbLw7T6EGSjyNy+VfF54YAtUoRVh6NAHCr2BhacY2vdE0bkTKC50v9JG8d5y9USGGPGelS8nX0+O5Vg9bXCtJ/LIcI5vVwVXYLqxlehCxJYhGCVVoa6DYWd8Og9iuinYJo3Pd0TboBU0Vaojf8OfbrN1pd+4DKvFjLAIaXuqUFFoTzeuuran0PAqGP7QWwivFCP5/PThLVCp1AiLECZ+xPlTe3F49yqMfuxDKBTlH4qQNwS1A2exqR4iPHhKUDm5nBjXMyySchTi9/CQABw6U2T37HBHBN032TbX9p1lk+3/7OVCXPs3Vi7TJukXdp4owlszctiE0h2Ur4Lat9g2RdJzhPdkaHSG8tMQN53L5LqWqVlJgWY1lViy03JLid3oGmV1k1mGbkLd6CbLhnAH3ew+UYR3ZubghAfdEIWXUrG9bk/EvvgJrAXuQxZEKPyDyI93iK+gVfuEZOH72jFQ6nXwia6C/HhpGzDdzIQ5O5cd44lKYWrckLuH0y2IrKDyWI4Mo3L3cGSYcA9Xi9QwA3bdaB0+mFYBs9+LZB4dXVv5ePXzOyUjWxjbVJCuyEeVvE9Ky3Ipc+7qTfZXp1bhidl/ofWbv+C+92bis9W7JWMbYl/8Zaw+eg7vDu/GQpM8cfV6GjMmVK0k7W8rR1Rkfy9dce8lNmvxSuahMXlMqSe1I8P7dEfKteuYv3IdcvPzWXjKojUb0a55YwT4u7o1XUu9xmSpUrmS5PNKkcJzMiXliltZ/ljwJ/OImDhhnMt3tDD62MOT0d7JKLJn3372t1o1oZ935ur1G0yeKGfdRJbo5qp7j6NZi1ew+cfkMcNQFuRxcTY+AU89NF5i6OFw/nNhI57YtGkTy5j65JNP4tNPP0ViYiLeeecdXL58GT/++COb7D/++ONs+5e33hLisqZMmcK8NWbNmsU8GbZs2cIMHqJBwpn27duz3xEhDwWawFesWBG1a9fGzp072aSePBVoQk/HE5QPgzwa3nzzTWa8oOMoTKOoqMi+Ry51CDt27GAGh8LCQknSnOTkZHYcGQKonDtvDpKdfoNkoWui6ycZyKti3rx5+Oqrr9j3ZDSgPXrJMEEhLyL0mx999BELHyFDCl0HGRPI0EHQe/qf9EZy3Lx5k3lkUAgLyU3ly6NTCr25ceMGVqxYwYwklLfjl19+YfLFxMTg+PHjzEhDiWIGDx58R+4PPx8187xwhj7zNXiOA05M9uyeuHH7dYwZWgXvv1of30y/gLT0IrRrGYr+PYSHgUKtZRNFIq9IGKj5UiY0B3xK3tMKhTOU14J4fslO9G0QjYmt6+FMajp+3nUKGfmlOS9aR1fEpLb18NXWY+xF1K0YjI8Gy7sO0uoMQSuPjhSVjPdp1c8ZfckCp3MZ8T19T/kD5I4RP5M7L2EqFEIHtHrpAECr8xW+L5J3xfULEvRcHq4lH8fSbwWDRXjVhmjW2X2iRFFHRpn5D7uOkut0V+5GZvEtl6PYbzJu/LycrlU4TtTXna4nOWjFdmB7La6kWZk7sRyUh4EoLpJm9Cw2CfepsoytssizQN+sAwr2bECxUXoOc2IsCnavg1/f0ezFPruajNxFv5RdTzIx+EVF5ainDDflQj3UU1cfoZ6W5WKkrG6kkyzxvSfvEfa9jz9L4Fm4f5OLfiVyt+sF86ULsCS7XyUzloSb6AzS9qQzCO2JvC/Kw6lDm3Fk10p06DUOPn7CRKSwIBeLpr+J3iOeQFik1DhSFhS6JJcvgbwxxD7JXTm55Kt0TzuW69XWh7nefz3fdbJU7vumPO07S0YWM/Vvpc/nspLFStqqWSqH6CxHiSHdlnHpE0rat8Yhie19Gmw+arUbQ8qLO92U1YdRfyRnvKByFW9RN4Q5M5u9yos6ULjfLTnS5wWFiLDvA/ygCfSXPUY8jo4p8x42uspP9zXls/BUjjxQnDE6lPP3VSI4QIkpo4KwfGsu88po29iAyUOERRAx54W3Pb/zSh6Ufk4PF5+SvAv5omAOUF4L4tk/1qFvk9osseeZlBv4afNBZOQX2nNe5BqL8M7SbZjaszWiw0oXg9yRVyAYm30NBqksBqH/zS+U71spj8OCVevww/uvsTAIOVo0qofxg/vhhzl/shdB4SnvPCMffppfINx3Pj5S45OPjyBbQYmszlCOiyXLluPLTz92K4szV1NT8evMWahRPQatW0o9K0Ty8oVr93GnmwI3uolPxMKV6/D9B+5148j8FWvRqG4tNG/o2Uvm30ZxcTlj1zge4easEmiyTSv6tJJPE2BKdkkeBDR5vnDhAss/QWEPtActhVvQpJkmxu+//z7q1q3LJvhkIKhQoYLbpJ/kTUBJLXNycpCdnY2TJ0/avSvorxhucejQIURHR7P8GmTEIC8LMqwMHDiQfX7//fezZJ4ks6N3ARkB6Pt69UobO3lV0PGdO3dmhgVPYSgkP103XQt5P5C3w4kTJ+yeDXQe2g6H9ENGBjrWGcrnQWXJmLB//35meBB/k85B3h9kBCI5KZTmyy+/ZL9BXi23olOqJ/qePDrImEGJhUhflSpVYjlMyEuEvEBuFzL0Or48LQz+3Ri2pMsFePn906gcYcDcH1ph/cKOGD24CmbME0YZxQ4x7rYylr7kMj3TagbRtU5VPN2tGVpFR2BSuwZ4tGMjrD+bjOQSb40P1x/E7P2xeLhDQ/w6vgfeHdAW2UYTpv25jeXFcP0tz9clJ2p5ytzOeYXPPQ9mb2V11x3+wZUwdOocdB/zEfJz0rDku7Ewm0of1rSi4/jydC2eqvJ2yg3rYkD3Vnq228jx86X3jPIu1ZMz4UEKTBmsZ7lUUU+suAABAABJREFUft9QZDe4uZ7ccz2U5TFlaNmJnYPlxnDCb9D98OnYF/nbViFr5idsFxKlwReBDzwHaEoGxQqFTD0p/tF6ol0jNuwvxDGHeirzhOXQjb55R+bWwXJjuIG8UdSVqqFw74YyfquM9lTWjUWGi4ObMO/7FxFdpzn6jy3NN7VyzicICo1Ap773e/4Nqh+l9HU32xSteg/rJoSLOBtImCz3sH3fzrncna+smhOLDGirRnZ+MfaUsWsJnc8bdXM7KMoI1S0m98syjym+7XvY03jCcz8lFCQvnABfFWatzGa7i1C+i99WZOPkeSNLCuoolzc9v29vbCPcl93qV8ezfduhdY3KeLBzMzzWvRXWnYi3e2t8tmYPIoL8MLFDE8/CiTKWMaijRNfOFJlM+OC7GSwfRv1a0tAXRz6f/jvmrVyLB0YMxHfvvozXpk1GTl4envvgSxiLXMNQ6Xl6q+Mak8mEz//3NYYNHoS6dWqjPFy6nIIXX32d7Rzx5muvuJ0rlPUMknsukG4+/G46Rg4g3QieTZ44FReP84lJGDekfPkIOf89uOeFw44Yzok4W7dubf+uZk1prDEZMSZMmMA8EMgIQd4NNMEmbwK5sBGiSZMmrBztWELW0oCAABYaQdCkfu7cuexzyndB7wnyAKG4NfJ2cJaN8kmkp6fbPyODgDPkPUHlyUOirC2MatQo7VQoFwhBZSkDMYWANG3aVHI8GR/OysTbUYgNGVbIEEEGBhE6lvREXhTOUFgLhbyUV6eO10qeHkuXLmXhNFRP5C1C/5Mh43bZsbKz5P223WkICXJdbvbxUSG/jJ1GysOhY5kY+fABRFYUrNep143o36PELc9hcuxf4mFRYJL+puhx4efkkUH4lsR9dqopjXnsUCOS7SYSdz2DbZe67NgFTG7fANM6iw/4imgQWQEjfl3Dknk658wQB/fOK3viwglll3fGWPJsFlZfSr8v9Q5wXMWRW/lRyJ6X0BqEe9ZklK4Im4zC6phWLw21uR38AiuyV2W0RkBoVSz/YSISTmxA3VZD0LoW8GR/aVKsI3Emtk2m7HW4ybZP0Hdur9+pHMUuP9DPF63qa5nhYtn2Qvl60kjPp/NUT6ay68mRGpWUmNRHjyJzMX5aafS4SltcJKwUKZySPdq9Dpy8KeRCHkwXTtuTdIoo/YOgb9kZBTv/QsEWcVepc7CkXETI0x+yZJ40qffpOgg/dQtxqSdasXSGVhHLqiedzCqyXDlWT/190bq+jhkunOuJXXuJt4RCKw3TEj0uytRNvRYsSamYpFP2mPotYCvMh/mCEKboDr2Pvz2ppiNFhcK59SXtzR071/6O1fO+QI36rTDpue+gKbmms0e34/i+dXjmw0XMQGK1UmiB0L9TMlAajIsDZ9pFZEgX6Sr2oTNGtl2kM7TyXCCzmi1COzjItSmhXLFDuIgRZxJNkvkpfTekiy8Gd5bKcuScCQE+yttr3xoZWcooJ4fYFoX2XVpWfBSI3hSSMhKvDPn2Xaeqkm2l+sNKM7t++kYcQtD8hOYwYsluzVTo3ly6on30nAn+MrqhFX9P1+hudZ4+k1vNv9NYsoV+Re0veBiJiN4Uluw8u8eF8zHiceI5iKFd/TGsu7StHDhViAA/lRvduL+HyVtDzmtFvIdFDySa8J44L/XeOhFfxLZXpSSwlCPG257ffnqdrPeo6HHhL+PuJ3qgdqpbGo5GdKgdhW837EdcahqSb2Zhw4l4zH9iJDOQ2KzFdgORxWpjhgjKxSE5b4mXQ0FJ2LhIQYlXgZ+TFwTx64JlbJw6aeRgFjZCiPN8ek+5xG5mZGHVph24f9gAPDp2uL0sGTsmPPM61mzZhRH9pF7b5IHMftvJ2yNf9A7xdZVl9pw/WNLScWNHM69sQRZBGHpP/avjfODEyVN478OPoTfo8dnHH9pDUuTwFT0+Cm9BN/OXMt1PGjnErhtROaJuHOXZvu8g/P180a55+YxNnP8e3HjhwZooTpjlsv+SkYEm2uQt0KdPH7ZTCIV8eNrBg7wDyAhBYQ1paWnMQCE2WPISIIsnGTZom1TyPnAnlzvZ5DIOk1wUBkKhJ+RZQv97ks8Z+n3xN8qbQ4I6RpLF4ORWRjKT9wh5XjhD3iy3olMyAjmWpbAa0h0lPiUPFtoilkKAbneHk8nPSpM7dmpbAa2bB7PBm6MaqkQakJwi77ZXXiqG6dCyaTA2bLvOjBYitWv4ITvHDE1eqftylWB/qBQKXM6UTtzE99Wd4kWJqiX5MUziQ6ME2tqM0KnVSM3OZ0ORJlWlSWtrhAWypJ20baozFM9stRW75EwQ38vlPLieKchQIUjJspy7lrEyd+fMXBs7xhE/g4IN7ty5CweGRrFdGbJvSnd+Ed8HV3S/GuIJU1E+Lp7eiopRjREUVjpICqtSn/3Nz7nB/p65BGzZJ8050rSWhiXnkw71KDZYJRt/7xi/TztUOEPlklJLDVc0nntipD+qV1Jh0eYCbD3iunJDhgSqJ0rEB5T+pvDeNX7Z8TPKl3FFCCsuKSP0V9cdyjSrqcKY7jrcyCrGr2uMyMn33E9YM26gmAYsoeGSz1Uhwntr2lW3ZclAoalUDTl7N7p+FxTKVk0tyfHS30u7Clt+LtThgjHTeGgHvrkkTSjZtJZWtp7CgpVI9VRP6VRPrpOQMOd60inw5Ag/VK+sxp+b87H1sHyiV2tGGtvWV1miCxfd3Ez1qBt1ZBRyD8gn4BTR1moMU9xxtzuviISGV2U5YG5ek7Yn8X14Zfn2RM+JlXM+xu4N89CsfT+MfvxDqB128Tl5cCMs5iJ88ZJrSN/LE5ugZafBGPP4R+z99iOFOF6yG4NI87o6NKypdemLw0NULjlEHLmWbkG1CFfjLpW7eMXMEszWqKJFjSpAx6bSZ5dotPhxaR7zRJC072j5+8Yx4aQz1H6qhsvcN0FKJDkldi2LjFyhfTsn2RTfU7t0RsxrEOqvYLuUuJaxoXszNcuJ8Mxw13HBBw/pcOS8FUt3Cff4wXNWHD4jnVzRTiP15HQTpHSbD4eg/l1WN8FKJKfemm5uh7zzQh4LnxrVkHM81v65bw2h78+LS4A1vwCFKdfYMY5ow0KgCfBjx4hsPZSPY+ekE70W9fRoXEvncg9XDFXj6g33iyGUcJZyWjhTMVSFhBRh0k85MWgyTh4YZkvpydUlj1PxM297flcNCWCJzS+nS8cal0rex4S77pYRFSoYzExO+xyLE2S9Wo3NpxNQZLFi+NcLXcq3eONnDGpeB++PlHoRV44IYxPqlFRp7qGUa8KzvloV18n9tn2HcC0tHT3GC7uTONJ51GTmYVGtciTrHykcwpGYqpVZ0k7aNtWZSpERbExNIR2OXC3JLRHlsEAosmvPXly/cQODh49y+a7voKF44Zmn0auncM3btu/A5199g6pVKuPDd99BhQqh8ETliHCmmyvXnHUjvK9WxXXRcDvTzU30HOe6vXaXkQ/itSceQb9u99k/23P4OO5r3Vx27vVv55/wHvsv8P/vzrhNKGElJZMUc0gQ5AHh7JEgQhPkM2fOsMkyhTUQlHSTPCE8TfLJK4C2R6VwjsceK+3kaLJPngx//fUXCykhLwTxtylchQwajuEgJBvlhggMdJ2sOkLeJGQYWbNmDV599VUsWrSIGUluBfLCoJAMMro45vKg97cChXhQCE61atUkHheUkPO5555DUlLSbel01apVyM3NZUYOMg5RiM0bb7yBtWvX3rbx4twFp60HdSo8MLoa2jQPsW+VGhSgQZMGQZi72P02qeUhKFCDV5+qg7SbRTh4TEiuGRKkQY9O4dh9MB2O0yxKTNU8Khxbzl3G/W3q2Y1fW+IuM6+LBpVcHzwtosLZLiLrzyShcy0hkzSxPT4FaqUCjSsLuiajyLHLaehYo9RDgxKAZhUWoUpJQlBHKB9WwhUr2/d9y5HSpfgmtTQoKCp22V1BTBBHg6ZmtTQs+7jjJIASmGWUrNjHXbKwxI/Ldwq/IxyjZoOt85flB3dqjQ6VqrdEwqmNaNb1IbtuEk5uZF4XZHy4HZRKNbYtehN1WgxC11Hv2T+/fG4P+xsaKXik5BfR1ovSa9aqFejXXoH61dX2rVJpEFezqhrr3Wy/SdDuJORJQYkkxZ0s6H9ya1+7V5gk0GLRtBF+iI5UYcaqfBw9J5+4jvSXeNWGRtVV2H689JjG1VVs9e3SDZuswSM924YmNdRsu1R7mRpqNvERt7qrG6XC2B46XEy14be1RsikXJERyAJz8nno6rdA4e719o91DVrCVlgAc4r7HTLUVYW+2HxJaqAgrOmCUUQTXRum+FP2z1UVIqD09Yc1U0h6acvNQnKxUz1pzOjXwcB2DxG3SqV6qlVVg/X73Hs7nE0yo1UD13qq5FRPT1A9VVLj15V5butJuAgLM75o6zWDcV+pgUZbrzlsxgJYriS5101lIUmg5XLpxMkZhd6HJTQt3FOqd3eQp0RM3RY4fWgzugx40N6eTh7axLwyomo0ki237s+vmeGiU78HMHD8iy4ef72GT2P5LxzZv2UxDmxbgqc/+BO+/qWTlKxcG3s5otUoMKiTHxrW0NoTatJqcp1qGqxxs00qQbuTtG2kR6UwlX3HEfq/cpgaq3fmswnXO9NLPRlF3nk0FNuPFDBDys1clWQHBXJq69tOj/oxwu4K9vZdRY0N+92371i6b+ppWHJK0cgRUdK+13ko5659J10rRoNoJXadKr2vG8QoWftOSXN9dmbkgvW1DWOUOJ1UekF0Duqfs/KALccs2B8rbSet6qjQuq4KP6w0Ib9kpZ/ILQCySya2zrqpF6O277Zk180Bz7ppKaebUJXHPvNOUZBwCQWJlxE5rDfbPUQkYmgvZtgoTBYmmDc370F4vy5sO1VbSYKRiGG9YbNYcHObkPTQ0z08pKs/2z1E3CqVvFTqRmuxaod7rynanaRdYwNL3CnuOEL/Vw7XYMU2oRx5XAzo5MfyXGw7VLqwQluz0raqoqeOtz2/dRo1mkdXwpbTiXjgvqb2fmPz6UTmddGwitSgS7SIqcS8RtefiEeXeqXeuNtjk6BWKtE4KgK1IkMxpp20r1p68CyWHjqL+dNGIMjXNY+QTqtFk/p1sOPAEYwb3Ncuy/b9h+HnY5ANC/ns1Wdgcgqv/fyX2ezvi49NQqWKYWwBjyb+J2LPswSdIslXUpGdm8eOkVtUbNSwAfbs3YeRw4baZdm9Zy/zyqgjsyD53ttvMK9pR77+7kf295knpyKiopDn6+Chw/j0y6/QsEF9vPvWG3aPE0/YdbP/MMYO7leqm32kGx9Z3Xz62rMu8nz2s6Cblx6fhEiH687JzWNGowlDB5QpC+e/CzdelPDwww/j6aefZsk5+/btyybS5P3QtWtXu/GCOgoKn7h27RpL3ClOnClEITU1Ff/73/9YA6V4M3dQ3gvapYOSaoqhISKU94KSYFJ4Ce1OQtDf0aNHs88p7wYl7CTDyfz589mEv6xQEIKstnQt5MkwY8YMidGkvNB2rpTItHr16sxAsHnzZrY7iWPCzrKgnBxkYKAdRsjDgnJ/0P/kaUFhIOLOLreqU0pcSrJR/ZABiOqH8obQ/3eKE2eycfRkFt56vi5+nJ2InBwzHhoXjbx8C1asLV0pjq7qA41GifhE9wMQOUPJybPZeGFqLfwwKxFWazEenRjD/v42PwldpREsLCfF4/O34KXluzG4SXWcSLmJ3/efxVNdmzIjBSX1TLyZjSpBfgjx1cNHq8GUTo3xvy1HEaDXoludKJy4kobZ+85ibKu67Bhx61TaaYRoGx2B1Jx8/LLrFCIDfTGsqfwWjRsOFGHacB881M+A/WfNiIlUoXsLLVbtLgI9x8kzgDKU04CHso0T6w8UYUIvA/ILi3Eq0cx2XWheW4NZa0sHWlsOm9CijgZThvhg61ETy44/sIMOe0+Z3e4RT7TqOQUrfn4Q6+c8g/qthyM16RiObp+J9v2fh0ZrYCEkGdcusB1IDH7l2yqYjCItuj+KAxu+g8E/FFVqtsHNq3Fse9WqtdujWr1ObsteSLHgXLIZDw3wZWECdM0DOurZpIK2ORWhCS+tlF2+YbWHMdDA/4mRfli+Q5gED+1sQMoNC47ECYOALs11bHJN56GJV0wlqVHyhoNzzuYjJjw2SI/7e+lwMM6C6AglujTTYO0+M6sn8r6lXQ7IYFGSAw2bDpuZRwVNUs5ctKJhjApNa6oxd6PRHgYxqquWJXijwa/z7inZecWSVWpHCravRuCkFxAwZiqMR3ZBHVUTho59kL9xCWA2sTAJVVglwRPBITxEXbEK25pQ3H3DETqucN8mdh7CdOEM88bw7TYY1sybMB7e4baeaGtLqqfJA32xdFsh8o02DOhoQKGxGDuOOtWTWoHL14V6OhxL9WTAk6P8sbwkDGRol5J6ihX6rC4thHqi7VLl6glO9oiCXX8hYOKz8BvxGIqO72E5KvTtewmhMBYTC7dRhUUyY4xjeIgqvDLLj2MrMdLIoapYpUwPDkd6DH0M0z96GHO/eQ6tugxD8vlj2LFmFvqNeRZanYEl9bx+JQGhFavCLyAEV5JisW31TFSt3hBN2vTGpQsnJeerWLkGQsIqs5cjZ48KdUPlyuJ8shmxF014bHggFm3KQ16BjYV0kNv81kOlhiYyTFCbunStxDvgtBED7/PFc+ODsXizoDfaDvXydTMOnjGynaSSrspPrGjySd8ZfKV1dyHFinOXzHiwvw+W7zAiz1iMAe1L2vfx0mcWTb5JlhR7+zajTxsbnhjuhxU7BZmHdDIgJc1qb9+3wrbjFjzUV4Ox3dQ4ct6GqHAF7mukwoZDVpitQvumnDTkpSG2763HLRjRiSaqQGyyFfWrqZhBc8FW4ffJgJGVJ22/dasK76/cLHv5kHRz/pIZk/r5YMVOI+v7+rXXs4mxJ92Qca93GxumOemGkgB7NPzdJhT64Ve/JjNa0G4hRPyHP6DJzE9gzsjC9dVbUXFQd1Qa1Q9Hxz1jL5fwxQxUGt0frdbMwMWvZ8G3djTqvP8cLs9YBONlz+3rXJIJZxOLMHVkMBZuyGH3MOWjoHt484FSAxwZJmgn8+QSL679pwoxqIsfXnogBH9uFPrF0b38cemaGQdOC7qitnE01ojx/QJYKFHKdQs6NjOgVpQWX82jhReN1z6/H+nWAo/NXIUX52/EkJZ1cTz5Gn7fdQxP927Htj2lpJ6JNzJQJSQQIX4Glqh8ao/W+HLtXgQYdOjeoDorM2vnMYzr0IgdAxhQOThA8js744ROt4GMQURk0oiBePrdz/Hmlz+gf7dOOHUunu0QMmXCSLbVKSWmvJhyBZUrhiM4MAA1qrl6QIhJLOvVLN19ZtSAXuw8RKvGDZhHAu1QEhEWikE9nQZ7JYwbMwqvvP4WPvj4U/Tu1RNnY2OxeNlyTJ50P/R6kqWA5X6j8XhQYCBiZELIxQSftUt2/qMx9f++/Z4l3hw7eiQr7wgtIIaVLCI688DIwXjmnU/x5hffo3/3TjgdF48FK9fi8QmjSnVz+Qrz0ihLN3VrSo0dCZeE7bSjq95+2Dfn/z/ceFECTZZpovzTTz8xAwaFIgwYMICt4ouMGTMGL7/8MsuxsG/fPubJQIkhv/76a7ZjCCWKpM7j1KnSVT9nyHuCLKm0EwaVcTZeUHiHuMuICP1OcHAwvvjiC5b/gSb6tOMJbet6K14PZIAgw4lcos2yGDt2LPMIoWulHBiUc4OMIeQRUl4oZwYZT7755htWlrInkzGHdEo6oRCR29Epbe9KHhpUb2TwIG8Uqs8XXngBd5LXPzqDJx6ugWkPVmdGo1Ox2Xjz07PIdch58fyUWogI17P8Fbd07o/P4KmHa+DFabWZm+3RU1l4fc5FXE9zdS9vHR2BL4Z3ws87T+K5JTsR7u+DZ7o3Z54YRNy1DDwybzNLuDmosWB4m9imHjNczD0Qi+UnEhDmZ8DjnRrhwXZCzhXi2W7NUNHfB0uOxrPjKvgZ0C4mkuXAkIs3Jc6nWDFzTSH6tdXh4QEGNllduauIDViIKuEqPD3CF39sLMSBs8LAk/7SxLdbcy3aNtCwgdGc9YU4et4icav+cVkBBt+nw+T+BjZw2nbMhL/2ybvbi1Sp1RZ9H/gWBzd8h79+m8byU3QY+CKadXmIfX8j5QxW/PgAS7hZr3XZ23WJtOw5hRk7Tu6eh2PbfmP/N2w/Bq17P1GmAfGX5fkY0d2AYV0NLL42IcWCX1fmskG8yNhePsxt/fWfhbATWq365s9cjOrugwm9fdmK1dkkCxZvKbDH6zarUxLv20zHXs48/2PpIPjCFRt+X1+E3q21eLCvjhkW1uw1YccJQedVwpSYOsSAhVuKcOic8Bn9JSetLk01aF1Xzbwx5m8uwvELwiSDDCCBJbkHHhskdbMnNhwyYeMh+ckG7QqSs+AHtuVpwPgnYcvJRP6GRSjcIySRpISSQZNfYQk3i44JHi6E0i8AxUb3YVr56/+ELTsD+tZdYejQG7bcbJYfI3/TsjLzRfy8LA8ju/tgeDcDy2R94YoFv67Ik9ZTb1+hnn7KttfT1wtzMbqHDyb0Kamni2Yscqin5nWEttO5mZ69nEkvdeYRzpl0DnmLfoahyyD4j5rCPEUKNi2Fcb+QoFQVGYXAB15A3spZKDqxr1Q3vp51IxwjhJCRh0t5qNWgLe5/5mtsXPIDZv/vSQQGV0T/cS+gS3/BQzEl6Sx+/uBBjH7sA7TqPJTtLEJecpcTT+O7t12353v8jVmoWV/IJfV3+O7PLIzt7Y/RPf2Y6338ZTN+XJxtj/sn7u8fwHYNeeHrm/a6+nxOJsb19cekgf7Mg+JMggnz1+e6bIF9K0xfUYDhXfUY1kXP+oKEKxbMWFUovW96CO37jeml7fvbxXkY2c2A8b19mKE6ltr3tsLbSgCdmFqM+Vss6N5chQk91MjJB9YftGJ3SaLNSqEKPNJfiyU7zTgaL1ws/VUrzejYSIUWtTRsUrlohxmnLv4NZTgxfaWgm6GdBd0kXrFg5upCSc4Laju0teZbv5bq5rsleRjZ1YBxvUp0k2xhRsW/mxxbjoBmDdBuy1ycmPwKUuYIuXLor1KnRfVnH0KVScOZJ8bxSS8hdbEw6STyzyXiQN+HUO/Tl9D8z2+Z4ePiN7Nx/p1vy/W7X8/LwIR+gRjbJ4Ddw+eTTfh+YYbkHn5wUCAqBKvw7Bc37Lr5ZFY6JvYPxENDAkHREacuFGHe2mzJPfzdwgxmDOnbwY/l8rmaZsY38zNxLK4IwWEar31+t6lRBV+O78N2C3lm7jqEB/jh2b7tmScGEXs1DQ//uhLvjeiGwS3qss9ohxEyXMzZfQLLDp1FWIAvpvZohQc7NcffoUWj+vjwxScwc+FyvPrptwgLCca0+0dh7KC+7PtziUl48u1PWThIf4eQh7KYdv9ohIUGY8WGbVi4aj1CgwPRuklDPDpuOPxL8ls406xJE5ZEc+68+Xj3/Q8RGhqKRx6ahBHDhO1YL1xIYMk2HcNByuJMbCwyMgQv4lffeNvl+wnjxuD+8ePc6uaDF5/Eb38ux2uffIMKocGYev8YjB1cqpun3vrYJRykPGRkCc9Wd7r4t3M3+rD/Iori8iYy4Pynoe1ZKRmmYxJM2jaVrLWUOPT/Gx0Hul+l/afZOMJ7ZCFezixdfbrX1K7195Nw3knOnC57e8V/Cl9/N/uZ3iNeuXp7IVx3gzf8voS38JHpFXgTe/sL7sXewNLVrmEc9xKDr6uR8F4RHOJqMLyXZGd6Ng7+k/R7VQi79QYWvLQN3kRwmOdtXP9JPo+aBW8ir/bfN6zeKfL15fMM/afwKfKesU1YA+9p37fK7O3wSiZ1wb8KvlUqp1xQQkzanpTyXFDozIoVK1h4B+0owuFwOBwOh8PhcDgczt2Eh41wygV5WVBIy7Rp01iuCkq6+dprr2HYsPK73nM4HA6Hw+FwOBzOfw0e63Bn4MYLTrmgZKFkvOBwOBwOh8PhcDgcDuefhoeNcDgcDofD4XA4HA6Hw/FquOcFh8PhcDgcDofD4XA4dwkeNnJn4J4XHA6Hw+FwOBwOh8PhcLwabrzgcDgcDofD4XA4HA6H49XwsBEOh8PhcDgcDofD4XDuEjYeNnJH4J4XHA6Hw+FwOBwOh8PhcLwabrzgcDgcDofD4XA4HA6H49XwsBEOh8PhcDgcDofD4XDuEny3kTsD97zgcDgcDofD4XA4HA6H49Vw4wWHw+FwOBwOh8PhcDgcr0ZRXMydWDgcZx569wa8BavVBm9CpfIem6dG512Rb0VGM7wFvUELb8JiscJb8PXTwVvIzSqEN5Gf6z3yVIoOhTdhMlrgLSiUCngT3vRcSL+RC29h7Gdd4U3s/eUkvIWsDO/pa7ytTXmTLITN4j3j0B9eCMK/lV82wit5rBf+VXjP04bD4XA4HA6Hw+FwOBwORwZuvOBwOBwOh8PhcDgcDofj1XiXzzWHw+FwOBwOh8PhcDj/j+CJGu4M3POCw+FwOBwOh8PhcDgcjlfDjRccDofD4XA4HA6Hw+FwvBoeNsLhcDgcDofD4XA4HM5dgoeN3Bm45wWHw+FwOBwOh8PhcDgcr4YbLzgcDofD4XA4HA6Hw+F4NTxshMPhcDgcDofD4XA4nLuEjYeN3BG45wWHw+FwOBwOh8PhcDgcr4Z7XnA45USnUWBkT1+0qKeDTqvA+WQzFm7Iw7V0q8dyAb4KjO7lj0Y1tVAqgVPxJizcmIfsPJvs8cEBSrw/JQSb9hdi5Y589/JoFRjV0w8t6+uh1ypwLtmM+etyyiGPEmP7+KNxLR2T5+T5IsxfnyuRp3NzAx4aEuhSdvOBfMxfn+/9utEAw7r4oFkdLZMn/rIZi7cU4HqG/HlF/H0UGNndBw2qa6BSAKcShXI5+cUSmQfdZ0D9GA18DUpcz7Bi434jDseZ3NdTD6onQTdUTwvW55avnnr7oVHNknqKN2HBBmk9daJ6GhTgUnbzwQIs2VYkq5ehXQxoVlvQy4XLFizeWk69dDOgPulFqcDpBDMrJ6eXetHqUr0cMOJInNnteUme4d180aKuoJv4S2Ys3JTPynrWDenUFw2rl9w3CWYs2kz3Tak8wf5KjOjui/rRGqjVQGySGUu25ONGpuu11olSYUB7HSJClMgtKMaukyZsO+pebqJ5bTV6tdYiNFCJjBwbNh824VCsRXJM1XAlBt+nQ1S4CkZTMQ7GmrFuvwlWz+r2ujZFvz++fzDaNPKBXqdAbGIRfl+VgdQ06fU6E+inxP2DQtCkjp7dN8fiCjFnVSayckuvwd9HibH9gtCsngE6rRKJl4vwx5pMJF2V13+dqir0a6sV6qqwGLtPmbH9mOe6alZLjV4tNQgJVCIzpxhbjppwKE4qe5MaKnRrrkV4sBKFRcU4n2LFmr0m5BV6Xiqje3hwJ2pTGlZnF1IsWLKtUPY+c25Tw7sYUC9GzXRzJtGMpdsLJW3Kkc7NtOjeUo+3fs1xe06tBhhynx5Na5XIcsWCpduN5ZJlWGc96keroSRZLpqxbIdRIotSAfRtp0PbBlr46hW4dN2K5TuNSL4mfz/erTblqPeXx/ti/YEiHHRzjOR4rQJjegegVQPheRmXZMK8tdlIvVl2Pzy+XwAa16Z7GDhxzoh563KQlSvVab+OvujWyhchgSqkZ1mxYV8eNh8o8HhufeWK6HR8DQ4Pn4aMnQc9HltpdH/UfHUKfKpXRWHSFVz4fDquzF0hOSawRUPU+/Ql9teSk4+UOctw/r3vUWx2r/ealRTo2UKN8GAF8gqBA7FW7D7tWSeNqyvRpYkKIf4KZOYVY+dJK45dkOrjpdFaBPoqXMp+OK8IBa6PJgm8TVndyjK4ox5Na6rtsizbWVQuWYZ20qN+NRWT5WySRZClwEmWtjq0qa9hsly+YcXyXUVuZfG2euL8t7hnnhevvPIK6tSp4/F1O0ycOJGdu7x069YN3333He4EKSkpZV4T/dad/M3bQZThbnL16lX89ddf7P/vv/8edevWxcGDrg/nwsJC9OzZExMmTIDNVo4R/T3k0eEBzFCwZHM+ZizPZZOjlx4Igo/e9QHt+EB4dnwQqldRY85fuZj7Vy5qRmnw/IQgNhCSgyajPvqym+aUEYFo3UCPxZvyMH1ZNpuEvPJgiGd5lMDzE4NRo4oGs1dn4/fVOagVpcWLDwRL5ImKVONqmgXvTU+XvNbtKfhX6GbyID80r6vF8h0FmL0mD0H+Sjw3NgA+Os/yPDXKHzGV1Ji3Ph/zNhagZmU1nhntz/RGqFXCMfViNFi1qxA/L8tFcqoFjwzxQ5sGWtnzPj48kA2YF2/Ow6/Lc5huXp4UXGY9PTeBdKPB72tymH5qRWnwwkSpbqIi1Ei9acH7MzIkr/V75SehDw30RfM6WqzYUYjZf+UjyF+BZ8f4l6mXJ0f6IbqSGvM3FGD+hnzUqKLG0056oWPIcLF6txG/LM9jg55HBrvXC/HIEH+0rKfD0m35+G1VLqunFydQHXuW5+kxgaheSYO56/Lwx/p81KyixrNjA+26oUHec+MCEFVRhT/W52HGyjzhnrw/iA3MHKkWocSjgwzMgDPzr0IcPmfGoI469GjpXu4mNdWY2EePc5esmLm6EBdSrJjQiwZxpesBoQEKTB3mA7MFmL2uENuOmtClmRbDu+hQHrypTT01vgLaNvHB/LWZ+GHBTTZBe+vxisxI5VYWJfDqw+GoGaXFjKUZmLEsHXWidXj90XCJLM9PCkOrhj74c30WvvkjDQqlAm9PjUBYiOvaSrWKSjw8QM8Gx7PWGXHknAUD22vRvbnGrRyNa6gwoZcO5y5b8dtaIy5csWJcDz0zaIjQ/5P6GpCSZsPsdUas3W9CrcoqTBuiZ/e2Jyb1pzalwcqdRvy+roAZbJ4e7QdDGW1q6nBfREeqsHBTIRZuKkD1ymo8McLP3qYcaVFHwwb7ZfFgPx82kVi5y4g560tkGekLg4dbjskytESWzYX4c0shqldS44nhvhJZhnXRo1sLHTYfKsJvfxUw9+cnR/iiQpCrwHerTYnQ9Tw62MCMHOVl2qhgtG6ox58bcvDzkiwEB6jw2uQKZfbDL00KQc2qWsxamYVZK7NRq5oWL08KldzDY/sEYFTPAOw4UoAv5qTjaJwRkwYFoWsrH7fn1leJQOu1v0ET5Gp8diZiaC80nfMF0jbvYYaO9J0H0fS3TxE5ql+pTmKqoM36WbAWFuHo2GeQ+NVviHnmQTT4+g23560apsDEnhqkZRdj/hYzTiRY0buVCp0au7/pG1RTYmRnNS5cseGPLWZcTC3GiE4aNIopVYiPDsxwse6gBT+vNkleRnkbvwTepuTv60l9DKyvWrWnCHM3FCLIT4mnhvuUKcuUIT6IjlBh4VYj/txaiJhIFaYN85HIMrSTDl2ba7H5cBFmrS1kBvYnhvmgQqDiX1FP/xaKi4u98vVv4555Xrz++ut4/vnn7e87duyI1157Df36lXbGtzsxV6nKGG04sGTJEuh05RtMlkVkZCR2795tf//bb79h7dq17DdEfHx8MH78+Dv2m97Kyy+/jMqVK6N///547LHHsGnTJrz55ptYtWqV5Nq/+eYbpKenM10p5XouL4Ema83q6PDVvCycuiA8feMvmfDp06Ho1sqANbvkJ/WtGuhQLVKDN35Ix9WSFZ7L1yx4b2oI+27/KekSRNeWBkRWKPv+rVFVg2Z19fhybgZbkSfOJ5vwxbNh6N7aB6t3yk9eydgRXUmDV79Lw9U0QZ5L18z4cFoFNrDbd9LIPouK0ODiFTMSUlxXbFROsyBv0w0NEprU0uLbRbnMos/kuWzBh1OC0Lm5Duv2CdfoTIu6WmYMeOfXLKSmC4a0lOsWvPVwIFrW1eLgWRMa1dCgakU1PpqdbV+RiE2yICRAid5t9dh5RKp3MhKRbr78I9OuG6qnz5+pgO6tfLB6l3w9taqvR3SkBq/9cFNSTx9MDWV1uO+UWE9qt/Wkd3rex1RSMb18t5j0IqxUkufFB48HetRL87oa9jvvzsgu1cuNXLw5OcCul4Ylevn49xwXvfRqo8eBM64jVhqwNK2tw9cLs5knB9PNZTM+mRaCri30+GtPoaw8LetpUS1CjTd/ybSvml6+bsG7jwYxQ8iBM0VoWVeHyApqvPVLpv3eSrlhwadPhDBPhiPxpQ9rWm2iSesfG4Xrj0u2solJz5Za7Dhmgllm4al/ex2Ox1uwfKdwj8ZdsrJJUP92Ohw7L+i2e0stikzFmLFaGAieTbLCZAFGdNFh0yETMnPdDxi8qU3RZK1lAx98POM6jscJOoq9WITvX6uMXu39sHyL/GpY28Y+iKmiw3OfX8WV60L9kjfFF89Hol0TX+w+ls/qqF51PX5elI7th4S2cD6pCL++WxWdW/hib7z0nH3aaHElzYZ5m0v1TnVFk+KdJ8zyddVWhxMXLFixW9AjTY599EDfNlocixfqqkcLDVuNXLy9VD83smx4dqQPGkSr2KRODpoENK6pwQ9L83D2onCuhBQL3nskAJ2aarHhgPwSc7M6GkRVVOP9WeQpV9Km0qx4fZI/G6wfihX05eejwMAOenRsokNeoWfjPslC/dOPy/LZtTBZruTj3cn+6NREhw0H3chSm9quCh/MzsW1Eg+slBtWvPaAH5rX1uBwnBlBfgrc11iLxduM2H1S0GNcsgVvPeiPnq10WLBJ2lbvVpsiGsao2KRPr3E/QXKmZlUNmtfT47Pf05mnIXEuyYSvXghHj7a+WLU9T7Zcm4YGRFfS4qWvbzBjPpGcasYnT4WhTSMD9p4oRIUgFfp28MXvq7Ox5aDQLs8mmhAaqGJec2nOJ1UoUGXiENT79GWgnJdQ5/3nkLpkPWJf+Ji9v7lpNzTBgajzztNIXbSWfVbjxUdgyc3H4WFTmadF2vqdsBYa0fCbN3Hhk59hvJzqct7uzdRIzSjGkp3CtcVfEeqpc2MV9p6xwiJTTz1bqnD6og1rDwpf0uo/TZ57NFfh1EXh/okMFS7sbLIVGbm4JXibEtrUwi3S53F0iSw/rSgoleWqFe886MfOs/GQvFWIjH9Vw1X4cE6eXZYraQV4daIvmtdS4/A5i12WJTtIFkFPcZcsePMBP/RsqcMCJ1m8rZ44/z3u2WzR398fYWFh9pe7z26VoKAgdp7yEhISAl9fX9wJyGjiKD8ZKpw/o9+6k7/5b0Cj0eDjjz9mnik//PCD/fOTJ09izpw5ePXVV1G1alV4Mw1r6GA02XA6ofQBQa6w55LMzD3bHQ1qaNnKuDiRIOj/1DQrG9g4EhakxMgevpi9uuynPZU1FtnsExtRnrhkE5rUdm8Ya1hTxwZh4oSYyZNmZTJSGIkITURpsvxv1A2FNpCL/tmLpfKT6zeFJNAk21M5cskXJ+gE/X/tptVejtzJdxxzdeukQUFYkOskkK7fnW4a13KvGyrHdONcT2lWSTmhnsp2mSYaxIh6sUj1ctmChtU1HsvJ6iXdhobVBfu3sagYO4+5upheT7eyupODQj5IHtHAxOQpKMb5S2Y0quHhvqku6MbR3Zv+p1ejmsJ1HDtvwsezsyT3ljgQ1ziY7MnOTSvspxKkOqTJLoVHVK/sWqfkKl0xWImTzmXiLexaw4KEgXvdamo2yHQMETl+wcLcdutGqf81bapJHQPra8hd3i5Lvg1nE41oVtfgsdyVG2a74YKg/+kzChEhNCUT0EJjqZLonjCbi+HnI71vaFJVk+qqxPAmciLBwsIAyDjnTLC/goWBnEq0utQvXT+tKpIE5JWx74y0vxNdnz2t7pMHFhmoyFAnaVMpFhZ65g4KZaI2JQ7eCfr/erqNtTeR3m30qBetwfSV+TjtdL+5yBKtFmRJdpWlfozaY7lrGVb7xIbJkiHKIpSrE6WGSqXAiQtmSXs6nWi2H/NPtCmDFpg8wICEFCubxJWXxrX0wvMyvnRClVtgY6EjTWvr3ZZrVIuel2a74YIQnp8W+3OWvKNMlmLmdeHI939m4tsFmS7nDGhcBw1/eBcpf6zA8UkvlSm7oVpl+NWJwbWVmySfpy7bAN9a0fCpWY29D+vZETfW7ZCEiFxbuh4KGoP26uhyXmpPMZEKnE2WTgxPJ9lYe6pW0dWyEuQHhAUqXcqcSbKhQqCSeZsRkSFK1o5v1XBB8Dbl2qbYOavJy0LGI7njHctdl5Mlw8ZCX6WyWKSyXHR/nd5UT5z/Hl671L1s2TIWTvDBBx+gRYsWmDp1Kvt88+bNGDlyJJo2bYpGjRph2LBh2LVrl2zYiHgO8W/Dhg3Z8UeOHLEf7xjCQX8nTZqE6dOno1OnTuz8FM6QkJBgPz4jIwPPPvssWrZsiTZt2uCLL77A/ffff0thIHK/SaEV7du3R7NmzfDWW28hNTWVeSw0adKEyb59+3Z7eZPJhM8//xz33XcfO37UqFESjw+r1cq+79y5M7vmPn36YMGCBbek/7L0nJSUhMmTJ7O6IRno/3PnztnrgEJEli9fbg9PqV+/Ph555BHMnDkT58+fZzK+8cYbTM/0O8T169clun388cfZ7zhe96effsrOSdfVunVrPP3006xOHMN2fvnlF3To0AHdu3dHXp78isqtQquTaZk2OHtX3ci0IqKC+wdHpQpq2Rj1GxlWyYonPfIfGhKAQ2eLJBMW9+cleayu8qRbERHqQZ4wFa6nuz4IaJJJq6BEeIgKBr0SMZU1+OSpCpj5dkX2t0MT/b9CN5GhStzMktFNlg0RIe5XmSNDVbK5FhzL0coIhU44Qg5DtCIiFztNOpWrJ/odT7qJdKOb6xkWezlWTzqhnj5+IhQz3gxnf9u7qaeIUJWsXki+iiHuHwURbvQilHPQy0ZXvZDRx11MOdXxTbl7OMOKiqEe6qmCm3qi+62kHBmZEq5Y7IP0KuEqTB7oxybdh2NLJzAVApRQqxUuMbppWcL7cBnDi6irNOcy2SVlgpXQqChsROly3vzCYiYbHeMJb2pTlcM1rM9wluXaTQsiw90PUitX1CA1zdUAysqFCddwKdWMU/GFGN4zEFUjhBwyEwcGQ6tVYO9x6f0UGqiAWqVg7dGRm9ke6qpEz2kuZYSLoXqg/1btMeH0RaneGpUY5hwH/c5QPgf6fdc2ZbP/tmy5UNd7Q5Qz3KEt7j5RhHdm5uBEfNmG5IruZMmyeW7fIUqXe9leruQaqF3RfUsGNOdjyHWdwrTudpsiyHPp47n5mLfJyNpSeakUpmZtx6UfTrd49DyicmS8luuHxXuYPJ3o+Vk3WocPplXA7PcimUeHu5CRwkup2F63J2Jf/ATWAnlvN0f86tZgf/PjS8dCREFCsvB97Rgo9Tr4RFdBfvxFyTGmm5kwZ+eyY+QMRtSexLYgkp4jvA+TCRcQ6048xrmMGGIQGaJAYREwtpsab07Q4q2JWozuooZ/Obz/eZtybVPiOd3J4ul5Qs/oG2XIQtciJ8tNN7J4Wz39myB9eePr34bXGi+IS5cu4caNG1ixYgWb1J4+fRpPPvkkC0VYvXo1Fi1axLwYXnrpJTaxlYOMAAsXLmSTeZpMGwwGZtxwF+Nz+PBhZtwgA8b8+fNZSMO7777LvqOcDGRQSE5OxowZM1iow/Hjx2VzOdwK9JsXL17EvHnz2IT+zz//xIgRI9C3b19meKlRo4ZEZvJU2LNnDzOc0DXRcTTRFw0cJPf69evx1VdfYcOGDcwA884777DfKQ/l0fNzzz2HihUrYunSpVi8eDEL+XjiiSfsBhkyaJBcjiEzZICqXr063n//fcydO5fVLf1PFBQUMKMH8ccff7Dvg4ODmWGGjBrEZ599ho0bN+KTTz5h10V/9+/fj59++kkiP+nk999/x9dffw0/Pz/cCQx6BVu5cYZWnD3F9wnlXO81WpWgVSiRnm0NbOWeEvKVTx7hYSN3Xo/y6MouRyECRFiwiiWW/GpeJgtNeHR4EDq3MHi/bnTy5y0qkp73TpUb3tWHDRDW7XMNcyC3Z3l92zzqRihnK1c9kdvywo25+Hp+FnPLf3QohYEY5K9Pppt01rd8ubLryRmKU2V62W90e95C0+3cwx7qSev6SHtyVADeeSQYdaM1WLw1X5LUU1/ijOB8fUUlepK7PvEz1zLCe1q1LD3GVX46Tu/eecLr2hTlw5C9F4uK4aNTei5nlCtnY/2XyMylGSyZ4hcvVMJv71dF347++GVxOs4nS92ODVqFpG5c6kpGpwZ3dWUurSs5aAV5UAcKfbAiNsl6y/diWW2Dftdtm3KQiVZHy5sKyl07Fe43D7K4a4fm0msgjwd38grfK+56myLIi+lG1q2PtFl/KnMvUt9Mz0SP5dy2Q6Gcv6+S5ZuaMioI2w8X4LPZ6Th1oQiTh8jnvDBnZsN4RRjTlAd1oDCGseRI2yqFiLDvA/ygCfSXPUY8jo5xRmwvYlsQMZXMFSkBo1yCRk/tSfyewkYCfMnrqxhzNplZ7ouYCCUe7qeReL7JwduUfN/k/vrc92OefsfxOUTt91Zk8bZ64vz38PrdRmjCK4YUxMbGsrwJ48aNs39PXg+0ok9GBso54YzZbGbGh3r16rH3Dz74IKZNm4a0tDSEh4e7HG+xWNgkOTBQ2GlhzJgxzPBBkJGCQh3WrVvHJuEETZD/bvJLMoqQjDTRjomJYb/Xtm1bDBkyhH0/duxYbNu2jclMCS7XrFnDDDqO1xQXF8e8Grp06cKMPhSyUqVKFXaNZLwgeenc5YFCXcrSM/0GeYpQXgsKC/noo4+QmJjIroVCd+gzvf7/2DsL8Ciuro//1zduJASH4O7uBHd3KtSpu7e0VN96S40ahZYCxd2tuAZJAoEAIQqBuK1/z7mzs9nZnd2EFl6273d/z7NPsjNzZ89cm3vPPedcPVN6iGi1WuY+MmnSJBw/fhyffPKJwz2IgnsWFBSwZ1fT1gAUlfrdd3Ho0CGmPCFlClmAkBUJWWYQ9NskA1lyOENyN2jQ4B+VCQUVckah8NwZe9NaeknmSEca+DH9AvHN0nzZiS7dw/U+rvJVdh/pyqSj3TA+/S0XiZeMMNoHJWcuGBEcqMTYfoHYf9LgO3kjc5/bKY8rY/v4oX9HPTYfLEVckskt4NTfuWdl051LMeKzRWI5CcdoFZ0G02P6BuDI2YL/mixy+RLbUc92G6F8Uci2qb8rj7fydU+4bm8JNh0sRZcWOswcEcTkOJFcsQye5PDWhsR2VOF972Ad9tamWDndRB22/kNZakSp8fZj0cjOMeOTX7PZBJMCgz40IQJGow1XnKrw3ymrv5MmKlSBh0f5wWq1seCd4iW3tg7/vXTwJgv+3j0r807wVh+drxOuvT1tqrLc2jpccV9D1gvBASp8/nsOjiaUOWJeVAmhdhaEA5UXXV6GCmKB2WiGV+E18uMKr2nkZKlk2a7ca2b5mn5dOJBy1YaruSY8NFyLtg2UOHzW6qXvq/j+/x/alKs8tzNfKipXqgy+0vdxOP8K5UXdunUd/9NknZQKZBVBE2WygKBJO0FuCJ4gywURMR4GKTXkqFKlikNxIV4vXpuQkMDOiYoL8frKKgU8ERERIbEQIMVD7dq1Hd9JCUCQ1QPJQDgrFsTnCQ4WolZTQFBy+yC3EcozcqEgKwr6ncpQmXwmSxhSWJCVB7lvkAvL8OHDKwy6Se4e/fv3R3p6OlNEiNBz5efno2PHjpLrDQaDw21n1KhR2L9/P7M4IXcSko0sVkRlhkidOoIP6D/hxzekiq0j8WUICVDJap9Lyjz3uKVl8hp6ppkvs7GO/L7RwTgaX4b4ZKPby4q+j+gTiDF9pSsnh8+UMWWC7H1lVopEStjqtLwWXUxHpvUn7UHNnKFj5IvvS3kzrIcfRvSQWhkcOytM4GXva/Aij8EGnYdVQdd0tAPB3cMC0KmZjikuVuwqxXAmS7myTswb2mrPFVq1K5FZCRShfJMvJ0onyFJYbMPJJPelfQrgSuX0zQthbvlC22i6PZ+24nyRLSeth3wZGoCOzbRMcUH5Qgzrrmf54wy5b8jnjVD+nuWxVrqcCNq+jTh72cTiFwzr7o8TyYJLQpm9mruvcpU/u/vv21cZWRonKw77PWg1qnzFChXm28jeARjVJ8An2hTJMbK3tH0fPEm70mg8yOK5DpMiQi+zqk1WF2K6ob2CoVQo8M68aygqEY6dPl/G3Edmjg3H7Pnl1kyiFYvOJU8dZSW3mieWlUa+rFzLt34NFe4domdK269XlkrM42kLz8GdpP3w8XNGttWrXN54a1Ouq4wVrUq6MqSbHsO6Sd3DjieZECTXvivR78kFv2SrsfZ0lLey/ZFY55nMYv0vfxbps5X/npwMFbWpyjKosxZDulSXHDt0uhTBgfLtydv7UqjD3vthsqIjRdfJJKmF2cnzBra9qjYqAsZrN/B3MecLgSPUQdI+QrSmMOcXOSwuXK8RrxPv4YyjPbm0DU/WFc7WM57ak8E+rE7Ndk975ZrgMkfxMACr53rM2xT7+84D0th9J5JMCJbJF2pX3mUR25VrOrIOcZLXwzVEr9ZaDOqs84ly+rfDrUn+nygvxIm7aPlAsRXIuoBiLYwYMYJZIpAlhTdoxd8VT24jctc6WyTcju08yUrBFU9KAFFucjFxDfoppiGFD7lXUH6Rewm5k/zwww/M6mHMmDEVylOZfCYFCSkfdu/ejQMHDuDLL79k7htkEUIKHW+Q6w59nKF8JSWQqwuIqMwhKBYIuYuQRQpZu5A8ZG0iupXI1Zm/y9vzhDgaIm2b6NCigZYNz5xrDsUdoAB5niD/c9G83xkyp7+YbmK7MdCOFPTp3kaaJzSpoc9b399AnFOwPKJ9Uz0L3EcTDueqXDWctjj1rMgjf/M61dzliQpXM3mIRnU0zGVkX5z0N7VqBSwWG97/JVfSAd/JvHn/13xJ0FKiTUMtC0TlKk9kmBKZMvEARMhvmSKEu0J5cTnTLBm4PD4+kO2WsWRbMXYcFUbrf8WV4ViC1E+/nZg3LuUk5I2XcrphRp1o936B0pELD9Gotr2cTkrLicxyLVYbPv6tEBan36R96uXyJSpMJRsnwZEvOZQvMnXGNV+0wGMTghBTXYWl20qw41i5AuyvkwaccFGItW2kZYG95OSpsJxk6g2lu5QhyFO3mpptN3c0UVo3KLhpg5rl+Uo+u5RXrtvBiVvVkemqK6K/LgWuo50v5NKQJUxeoRDEzplAP8GlxPm+u4+VuikL71SbIv7z81XkFpTLR9uYtmrs51aHo6toWPBNT2RcM6FuDff3KcXsuHBFKJfIMDXSs00OxYVI4kUD25GE8ouCwEnLivK0vH6IeXw11/2dLsbHoPJNvw6ZNOW/S1sQTu2vY+U7b20Z8oul96OAnifPScuJou1TUDm3viZU6TVWBpU/7QDgCvVRKZme677IvpMGxDsF3mWy1Fez4Hxyslz1JkuuFbUi3WWh+iwG4KU+gCYlzuUhXnMj38q2AxY3ebtdbaqy7D9jwv7jBW7vSwpI7fa+jFAj45rn9kRtjWJauEIxecQdnigmBgXhJQsMk7n85mp707eWVhzXwhtFSUIcC//6dVAQl+g4HlBfWKQpOpsMS3EJStOy2DXOaCPDoQkOZNe4klNoY+VEsS+cEYNuZsu454gxSOga2qVEJNyehtobKT9a1FUyBYaziw9dQXWk2En5SvVY3GlKhLcpJXIKrPhxnXQs0aq+hgWBlpVFJoaECMV6oZhPcrJcuWpxtD85WejeNwqs2HPKiDiXhZI7VU4cjs/HvHCFYkxQIEcxyCVZFFBMC+K/sU9tkyZNUFhYKAngmZubyywT/ls0bNiQ/SUXErIwED8UG4M+BO3gQcoLyh+KU0FxK7p27cq2bb0V+UyuI2+//Taz9qBAnuTqQVugkkx/N/5Ho0aNkJGRwSxdxGeqXr06cy05cuQIy2eKBfLmm2+ymB/0u2QhQtYXt6PsaVLm/KFVSlptoQmFSJC/gk306Zwn6Fy1SBULsClC/1MgMDpHExxSlLh+xEkN/Z+SZcLlDLPkc+aCga1gtnSRp3EdDc4ky29RRVA6CgZJgTsd8kSqmPk2nSOa1tPiwbGhkqCJNOjr2FyPC6kmXEz3nbxJvWphgwHnT8JlE3sR0+4hIvRSblhLg0SnHUhcoXTRVVQs4KcI/U8yiTuX0Eo17Udet7oaP6wuciguCIql4FZOYt7Uv8lyEvPGtZwi1Y4Ai03qafHAmBD3cmomlNOlTAuuZJV/aJcRIV/UknxpUEst2YHELV8umVmQLdd8qeaSL49SvlRT4cc1xRLFhZg3KZlmySf+opA3zZ12gKHt0RrW1rBznoi/ZGK/7Rxor5pYb+zyUKDQ+0cFISxIKcmbJnW1bMtU54jqyekWNhBzpnUDNbNSSrEP7pyhAHc0QWvdUO2WhgaBNCkQt3qkKPDOO3fTNTRhOJ9Wft+8IqtP9TekKL2YZnR8TiWVsvgVrRuXK4XJsqlpjA6nzslvZ0ucSipjwT4pcKcI/V+zqpbdkyDlR80oIVCnM43r6lBcapVYmVBZXcywsAmFM/SdVvrEgbhrWdHkmvJdmkbFJlridrVN66gwbYAOl7Os+HJ5qZvigigoFn7D+XM2RehrmtZzaVM11czSxxOJl02oGqFk7UpEaGMqdq4i8mVkoV0ImCx1XWSpoZbsUODK2ctmQRanYHn0P8lCgXjZNfa/pAB1trKiXYrEc/+NNlUZqJxIwev8OS2+L5121KJVY+oP6JwnaHcSajv0EaH/qV6LO5eIFhddWkmVgbQ1K22rKsam+LuUJF9BycVUVBs7SHI8esxAptgoTUln369v24eooX2gdIquGD12EKxmM67vPOh2Xyqny1k2NK8rbXv0ndpTmoz1BO0eQmXhlqaOELwxr0iISzK8qxq9W0snqE1qK9kCyMVMq9d6zNuUhu3gkXrNKvnQ1qWeZDnrTZYrQkBuOVnEZ6B7C7KoJbLQ+4vu7Ut9H4fzr7C8cIZiLZA7BAWejI6OZvEQvvjiC3bOU8DOWwlN6Gn3D1IIUEwIWuGniTtZJVTkv3YrlRd9+/Zlk3iyRKDvFJyTdtggywqCdt+gLUlJPlK40ASf4oVQ3AqRsrIy7Nmzx+3+rVq1qjCf6TxZc1Dci2effZa5vJDihCxIyC2EIKsQcg3Jyspi96iIkSNHMjeVJ554As8//zy75zfffMNkpB1F6DspNrZv347mzZsz+SmwZ3x8PCuT2w1t30ixBR4YG4w/txaxgfWo3gFscL3zaKlkokCR1sXtKw/Hl2FYT388NS0Uy7cLpp3jYgORetWMI/EG5v/ovHrtDE006JycRxTFpUi8ZMBD40KxdEsh2wd7dN9AJs8O+17zTJ5IFVsREuU5dKYMw3sF4tkZ4fhzq2BKOmFAEFKzTExWYueRUvTr6I+np4VhxY4iFtgptpM/U3C893OOT+WNRufehdHWn5Q/940IwPKdpSguszKXBTKb333cIJmAkzykACFolX5IVz88PjEIK+3uDmP6+LHJ7jH7Cn6f9jqmBKHtUnMLrW7bM5512vaT5Q0rJyMeGheCpVuL2Arz6D5C3uw4UuqxnMgtaETPADwzLQx/bhPyZkJ/ypvyctp1tBT9OvjhqSmhWLmziAVNo3Kjcnr/FyonpZv7BOXLzOEBzJ2DovUP76FnA1Xa5lSSLyoFUq9ZHO4mQ7rq8diEQKzcbc+X3vZ8OSs8b592Qr7QfeTy5VKGRbacaKvCB0YFYdmOYrbiM7KnP3Mp2HW8TKKYoIGUWE60Q8bQbn54anIwlu8QJgbj+gUg7aoZRxOE59hzogx92unxxKRgrP2rBGaLDX3b+6FGpAqf/VEgyZsth42YNdYP9wzV41C8ie1f36+9Fmv3GdmKMrkpCJHVbY4dDmgP+2kD/Vg50tadtDNFu0YazN9QXqbbjxnRrrE/i5+w64SRrUgN76bDgTMmx6T539DfkBVE/IUyPD61Cn5fl4fCEgsmDAxlMm09UCRRTNAuKxQ0ltgfV4zRsSF4+f4oLFovbBk5dVgYUjKMOHBS6KPW7ylAz3YBeP3hqli1PZ+VfaeW/ujeNgC/rs6B1Sa13NhyxIRHRutx92A9DiUIZdW3nQbr99vLSlMeBb/YXoU2HzFian89+04rqy3qqdG2oQa/bhIuoLo1qZ+OmcRvPWqUDPJZvhTZZJUZxIU0Cyure4b6Y9UeYQeMod30bJK+J84oGZxTm0qzt6nj50wY1NmKR8cFYtUeoTxH9/JDeraFnfs7kMIgKdWMu4f6CbKU2TC0qyALWT45ZAknWYA0u4UDmcYP7KzDrLEBWP2XkCejeuolslB9PRhvxLg+emjVwkpt3/Y6NnnZ6qTAvd1t6u9y7rIRCRcNmDUhDIs3F7B+mOJR0G9tO1QsUUyQ5RopV4mDp0sxsk8gXrg7HEu2CO/LSQOD2Dbih84IclE7PZ5YhmlDg5k7BfVDPdr6oWFtLT77PQdNblJWcv0IbNaAKS1otxDi/Ltfo/VPH8CUk4era3eg6shYVJ84FMenPuVIl/zxj6g+aRg6rvsRlz7/BQGN6qLxnGeQ+uNSlKUKi0+u7Dppxr2DNZjcV43j562oHaVAj5YqbDlqgckitCeKAXOj0AZxY5QdJ8wY30vD3BESr1jQtLYKrWJUWLzT5FCK7DllQf92atanJ6UJu0/EtlUhIcWCi5ne+z7epuTblCjLXYP92D2ZLF10giynjN5l6ajFI6P9sWafIMvI7oIsJ5LMDlkOJRgxtpceGvuOTv3aaZks22Rk8bVy+jfB43r8P1Re0MT2+vXrbGcNgoIyUtwFmuyePn1aEtvidkHWCGR1QBYJOp2OxZ4g5YCc68ftgnYRoQ8pLyhOBMXHoOCWoksI7fpBVhG0zSxZQ1BQTAr6STuliJD1BAXgdIWsNiqTz+SGQtuWUj6Q8oasIEj5IMbqoECnL774IlNKkFsJudx4gxQTpIygYKnkskKxNUhJQVYgYrmSAoV2GCE3ForJQcok2vWEFDckw+3m66X5mDwwEBMHBLJVXFrd/nZZgWR1cPqwILb7wwtf3HC8yD9emIepgwNx9/AgmK3C6ihF+b+ZIGRyfPkH3TcIkwYFMXnOXzHh6yV5EnnuGh7C5Hnus2yHPB/9msMGWveMDGYTFbIAWLSx0OEKUlBsxbs/5WBC/yBMHxrEdnC4lGHCh/NzcDHNBBXtPenjefPdiiJMiPXHuH5+bJpKe6H/sKqIvVhFpgwKYDEQXv023yHP54sLMam/P6YPDmAr5GRZsHR7iUOedo2FyVTvtnr2ceWe2e4mwl8tycOUQUGYZM+b86kmfPNnvrSchgUL5fT59fJyWpCLqUOCcM+IILaaRXmzaJO0nN77JRcTYgMxbUgQiy9Aq4z/WZDLrGP0FGbche9XFmN8rB/G9vVjsQaS08z4YXWhNF8G+gv58l2BQ5YvlhRiYqw/pg+y58tlM/50ype2jYX+r1dbHfu48vCHwiDclW+WU34HYHy/AJY3JM93K4ql9WZwIJPnpa9zHfJ8uqgAUwYG4K6hgULeXDRhybbyekMrRR8syGf3nT4kkPn8Ut58/Fs+U+IEBJbLSFYQv6wvw5AuWtw/3A95xTas+cuAnSeEgRSZ/z4+3h+/bynF4US7kiDRDLWqjE3IOjfTsNX9hZtLceJ8uWKABqPfrizFqB463DvUjw3uSImx4WDlFO2+1KYomOZdI8MwbXgoqzfnLhvw2cJspsAQuW9sOHMDefy9dIcs735/FfeMDseD4yNYvTl1rgy/ril3O6Otcl+fm4WpQ8Pw4IQI9pzpV034ZP41HD5Tiup1pXGaLqRbWBDNwZ20uG+Ynln00IR4V5xQVmQe/dgYPyzaVoYjZ4WyoL9UVn3batG5qZrFsaCtNuMu2F2MolUIscdeeWSU+y49mw4bsfmw5zKbt7oE4/rqMaa3ni1iUNv7aW2pxO+b+hTaOveNH8rb1FfLijChrx+mDvRn7ni0CkrK1n9STj+sKca43n4Y00tw87mYYcbP68rYRNMhS6wfcx9686dChyxzlxVjfF8/TBngx8qJVo6X7y6TyLJ4Wymre/076lh7ImXi3OXFbDtFV25Xm/onUEDN6UNDMGVwMMubpBQj5i7OkbSne0eGoEqYCk9/fM2RNx/8cgMzhoVg5ugQ9r4kS43fN+RLXCe/WpzDlCFDugcyq6SMbBO+WJSLE2cNN628CG7bHF23L8TJ+15C2oKV7Bj9Veq0iHl6JmreM45ZYsTd8wIy/9zoSFd87iIODZmJph++gHZLvmSKj0tfzEfS7C89/hYpEv7YYWaKhWmxahSUAJuOWLDvjDDRrB6hwP1DtVi2x4QTF4QHpr9qlQk9WqjQrqGGTXz/3G3C6UvlGbIrzsIm112aqtC5iQolBuDwWQu2n6icWwBvU1YoZKJ+kisJKRhG99SXy7LBIJFlYj89k2X2z0Xlsqwowfg+ekyOJVkEq48VrrJsLxNk6aB1yPL1yhK3rXR9tZw4/79Q2P4b/hb/I5BFw8mTJ9GjRw+HsoIsEWgSTZYQ4u4gnH8/M98SBi++gIXeNj6EnPLiTiFneXEnMZT5zsqBnPLiTmKmUYuP4Ky8uNMU5t1+xevNUFzoO/K4Ki/uNMayWzORvhXITW7uJL70XrhxzT1A5Z1iyn/6wpfY//0p+Ap5Ob7T1/ham/IlWQgracJ9hK+fC8W/lc/X+OaU+6mRvlXfKsK3Rv4+Dm3hSbtskFUBWTKQdQMFjKQgn7169brT4nE4HA6Hw+FwOBwOx8fg1iW3Bt9Rlf8LoK1Iv/vuO8TFxTEri0mTJjH3CnK1CA+XbpHI4XA4HA6Hw+FwOBwO59bALS9uki5dumDx4sV3WgwOh8PhcDgcDofD4XD+38CVFxwOh8PhcDgcDofD4dwmeJTJWwN3G+FwOBwOh8PhcDgcDofj03DlBYfD4XA4HA6Hw+FwOByfhruNcDgcDofD4XA4HA6Hc5uw+ex2Iwr8m+CWFxwOh8PhcDgcDofD4XB8Gq684HA4HA6Hw+FwOBwOh+PTcLcRDofD4XA4HA6Hw+FwbhM+6zXyL4NbXnA4HA6Hw+FwOBwOh8PxabjygsPhcDgcDofD4XA4HI5Pw91GOBwOh8PhcDgcDofDuU3YuNvILYErLzgcGSwWK3yF4HB/+BIFOSXwFYL8NPAlQkL94Cvk+lA5EVHRQfAVstLy4StEVvOdfCGCfKgOK5W+tX2bX4AWvoJK5Vt5YzRa4CuERQbCV9j//Sn4Et0eagVfYc/XcfAlNFoVfIXSEhN8CauaG+pzfAdeGzkcDofD4XA4HA6Hw+H4NNzygsPhcDgcDofD4XA4nNuElW83ckvglhccDofD4XA4HA6Hw+FwfBquvOBwOBwOh8PhcDgcDofj03C3EQ6Hw+FwOBwOh8PhcG4TfLeRWwO3vOBwOBwOh8PhcDgcDofj03DlBYfD4XA4HA6Hw+FwOByfhruNcDgcDofD4XA4HA6Hc5vgbiO3Bm55weFwOBwOh8PhcDgcDsen4coLDofD4XA4HA6Hw+FwOD4NdxvxwGOPPYarV6/izz//lByfOHEiTp48iYULF6JTp06O42vWrMELL7yAffv2ISIi4qZ+69ChQ7jrrruwfft21KxZ0+38V199hZUrV2LHjh2VSp+amoqnnnoK586dQ2xsLL744osKZWjcuLHku06nQ506dXDvvfdi7NixlX6WFStW4OWXX2a//b+GTqvAxAGB6NBMD71WgXMpJizaWICsGxav6YIDlJgyOAitGuqgVAKnkgxYtKkQ+UVWxzW92/lh5ugQt7TbDhVj9QH5+2s1wKgeerRpoIZOo8CFdDNW7DHgWm75feUI8ldgTC89mtVRQalUIOGyGSt2l6GgpNyeTakAhnTRoXMzDQL0CqRes2DlXwakZFl8Km/WHnR/1sa1VRjeTYfocCUKS2z465QRO4+bvMrRrpEaAztpERGiRE6BFduOGnEk0Sy5plaUEqN66lA7SoUyow2HE03YeNAIi5fsblhTicGdNKgapkBRqQ374y3Yc1J6X1faNFChXzs1IoIVyCm0YdcJM44lSfOxfWMVercWrskrsmH/GTP2nfGe1yI6DTCuXwDaNdaycjt/xYQl24pxNaeCehOgwKTYADSP0bCyOpNswtJtxcgvLq83YUFKjO/nj6b1NFCrgLOXzVi2o1i2TjaoocDA9mpEsbwBDiZYsLeCZ2gVo0TfNiqEBymQW2TD7pMWnLjgWe6hnVXo0UKNV34yVCJfFJgwIADtm+pYviSlmLB4c1El6rACkwYGoWUDLcuX0+eNWLylSFKHnQkLVmLOI+HYerAUq3cXy17TsIYSgzpqUDVcgaISGw4kWLDnlPd607q+CrFt1QgPViC30IadcWYcP+9Sbxqp0KuVU72JN7M66Q1fak9Eo1oqDOmsQXSYEoXUps6YsCvOe960baBC/w5aR5vacdyEo+ekaVrVV6FvWw2iQpVMnqRUC9YfNLK66VGWmkomS9UwJWvf+86YsbsS7bt/e41Dlp0nSBZpGbSKIVnUiLTLcj7NWqEsPldvaqkwtItWqDelNuw9bcKuE97rTduGagzsoEF4iBK5BTZsP27EkbNmN3n7tdMiKkyJUoMNSWkWrNtPeePZHrsJq8N6VIsQ6vCek0bsOG70Kkv7xmoM6qRz1OGtR4ysjrrWYXqXinX4UIIJGw4aKqzDDaorMMCp7zuUWLm+r0/r8r5vzyn3vu+FSVqEBCjc0r77uwElFXSB+hpV0StuHY6OexQ5ew57vbb6pGFo8PIj8I+phdLL6bjw0TykL1wluSakfQs0/fAF9tdcUIy0BSuQ9PZc2Eymf00dpnLq306FqFAFiukdddaCffHeC7dVPSV6t1Laywn467QFJ5KlaZ6foJEtp/f+MHosJ1/q925n+3Yepzw/xR+bD3u+5t+IlfuN3BK48sIDXbt2xfvvv4+ysjLo9Xp2LC8vD6dPn0a1atXw119/SZQXR48eRZMmTW5acXEraNu2Lfbu3Yvw8HD2/bfffkNWVhZWr16N0NDQSt/nlVdewdChQ9n/JSUl7J6vvfYau2+fPn3w/51Hxoegfk0NlmwpQqnBitF9A/HSveF4Ze51lJTJd0g0mXl2Rhj8dArMX5sPlZIm+UF4/u4wvPntDccgp3Y1NTKyzfhxZb4kPZsAKXWy975nsB/qVlNh9V4Dygw2pmx4Ypw/3l1I8sk/AyklHhntzxQMi3eUQaUERnbX49Gx/vhwUTGsdnnG9NKhawst1uwtQ06BDX3bafEYXfN7EQpyfChvVELbFKkTrcSDI/1wIsmM9QcMiKmuwsgeOnZvmkDJ0bqBGjMG67EnzoTEywa0rK/G9IF+MFtK2X0IevnPGuuPy5kWzN9YyiYrw7rp4K9XYOkO+cyuHaXAvUO0OJlsweYjFtSLVmJoFzUrA0+Djhb1lJgcq8G+0xasu2JB83oqTOqnhdliZPchOjVRYXwfLZv00KSGBtDDu2mg1Siw80TFL/n7RwUhpoYay3eUoNRow4gefnhuWgje/CHPc1kpgCcnBcNPq8Bvm4pZvRnb1x9PTQnGOz/ns7IiZdrTU4OZUyddYzbbMLyHP56fEYI35+VJ7lcrUoG7Bmhw+pIVW4+ZUTealDykTAMblMvRvK4SE/uo2YCTnpuUbxN6a2CxmnDqovuAsm60At2aq1BZHhwXzOrwn1upDtswqrc/Xrg7FK99k+M1X56eFgq9ToEF6wtZvozvH4hnp4firXk5spOYmSOD4a/3bPRI9eaewVqcumjBlqMWljdDOtvrzUkv9aafhimwkg5a0KyuCpP6amGxltebjo1VGN9bi11xJiSlWVGb6k1XDVPa0GBfDl9qTyxvqipx31Ad4i5YsOmQAfWqKTGsqxZKhQI7PAycW8aoMHWADn+dMuPcFQta1FNhSqwOZouN3UdUKMwYqMf+eBM2HjIxBS8pHR8Z5YfP/iyF2SIvy8yhOpwkWQ6TLCoM6yoo9jy1QyZLfy32njLjbKogy+R+JItBIsv0AToccJHl4ZF6fL6sTFYWn6s3VZW4f7gecefN2HjIyPJmRDctVApguwfFF02ipg/U4a+TJiTuM6JlPTWm9tfDbCnDifNmx+TnrkF6NnHbcNDI8mZIZy0eHa3HJ0vly6lutAoPjfLH8SQT1h8oQ0x1NVOaUVvd6qUO3zXYD7tPGJGQYkar+hrMGER12IbjTnX4sXEBrA7/vKGUTeKG2+vwkh1l8oVk7/tm2Pu+bcfNLK8Gdayg76ujxITeahyItyAp3YpmtVUY30sDs8XE7kP468AmxBsPm5FyVdrxlHnX00BfMxqd1v8ETWiw9wsBRI8ZiDYLPsalrxYge/NfiB7VH21+/hBWgxGZSzewa/zq1UTnTb8g92Acjk95CoFN6qPxnKehCQ/FmUff9HhvX6rDNSMVmB6rxpnLVmw/YUGdKCUGdVCxerPntLwCo1kdBcb3UuFAghXn0y1oWluJcT3VMFvN7uV0xIyUa7ZKlZMv9Xu3s32L+OmA+4b6ISKYOwdw5OHKCw906dIFJpOJKSs6duzIju3fv58pJ8aNG8esHJ599lmJ8uJOTfC1Wi0iIyMd3wsKClCvXj3Ur1//pu4TFBQkuQ9ZXpC1B1lT/H9XXtSvpUHbJnp8sjAHp84Lb5ikFCM+fjoSsZ38sXaP/Apqp+Z61K2uwctfZSMjW3gTXMky4d1Hq6BTCz0OnBIGObWjNbiUbkJymnvHHyzopCSQ0qJlfQ2+XVXCLCeI5AwLZt8biJ6ttNhyRP4t2LaRGrWiVHh3QRGy7Cvt6dkleHlGANo1VDOtfGiggt1j2e4y7D0lyHP2ihmv3x2IAR10+P5Ssc/kTaiLrpAUOGnZVvy2RUh7NsXCBhsDOmjZQNQk8zKmSRO9hFfuESZNZ69Y2AB0WFedY7IV20ELg9GGH9eWsglpwmULjGZgfB8dW5Gj1R5XBnTUIOO6DUt2CHInpVrZAJWsKvaeNssODGhl5XSyBWv329OkWdlgZ1AntWMg1redGqeSLdh4SJDtQroVkaEKdG+hrlB5QUqLNo20+GJxAc5cFH7jfKoJ788KQ592emzYL7/c0qGpFnWi1XhjXh4yrwtykDXO7AdC2LlD8Ua0b6JDtQgVU1Rk2K9Jzy7EB4+GsWsSM8rvF9tOjcwbNvy5W5CXBnqUN7SySMoJubwZ2F6FM5es2HBIOHk+3cwGObQy5qq80KqBcT01KCgGQgNRIfVrqtG2sQ6f/Z6H0xeEOnz+ihEfPhmBfh39sO6vEtl0HZvrUKeaBq99fcPxzKlZZrw9K5ydO3haOhHv28EP1ap4V6gMaK9Bxg0bluwsrwNUh2klfu8Z+XozuKMGpy9asO6AtN4M7OBUb9qq2aSAJjdEcoYVVUIU6Eb1xsMA3pfak/ic6det+GO7cO9zqYI8se012HPKJJs3QztrWXtZs8/oSEPyDO6kRdwFob7HtteySery3eX9ZnauFU+O92NKMso3VwZ1oPZtxR87xPsK5RTbTsMmDJ7aN5NFbN+pVE4KttIsTij6tdMgMcWC5XvK+7vsPBueGKf3KIuv1ZvBnbVIz7bi923ldYBkoVXgPSdN8vWmCymCzFi1156frN5QnmkdkxuyWKH33Z+7ytvVtTwrnp7gj+Z1VQ6ZnRnaVajDCzcLdZjyVqWi/lmHXR7q8Ah7HSZLRiZ/ioVZIFIdFpUX/TvqWB2et6bEXocBo9mGCX302HLE4LEOk4VAZo4Ny/aU932UN71bee77BnSw932HhZMXnPo+cVJcLUJYyU9IsSCnEJVDoUDNGaPR9MMXAXdDAFkaz3kGmcs2IfG599n361v3QhMWgsazn3QoL+o//wDMhcU4OnYWs7TI3rQHltIytPjidVz44DuUpWb6fB2ObaMSyukvi+Qd1aulCvsTrPLl1E6N+MtWbDxiL6cMC5Mltq1TOYULGZ14xVrpcvKlfu92tm+C2vHYXoL1I4fjCa7W8gBN/KtWrYrjx487jpG1RY8ePdjn7NmzuH79Ojuek5OD5ORkdpwsNT7//HPmrtGyZUuMGjUKmzdvdtyDFAEDBgzAO++8g/bt22PWrFluv02KELKm+OyzzyolK7mNkNtHWloaZsyYwX7jyJEj7BidI5YvX44hQ4agVatW7O+vv/4Kq7jM7gXR6kQkIyMDTz/9NLNMad68OXr16oWPPvrI470qul7MD/FvixYtmJvKsWPHHPcgJRK5vvTt2xetW7dm58k9R4Ty/oEHHmB5RmVASqXs7GzcSlo20KHMYHVMbAgyPz2bYkTrRvKWEUSLBjpmNSBOzlmeZFuQed3MXCVEalVVs4l7ZWlaR80GTokp5Z0+mc3SoKZ5PbXXdFdzLA7FBUH/k8tAs3oa9r1xbTVUKgV70YjQy/HMJTOaydzbV/KGBqQNa6hwOlk6GKHnoJXxmBruk0Yy7aRV31Ouac6bmck2KQWIJnXUbNDsvJIed8HM3G6a1HbPE3qR16+uxJlL0rc4DbLI6oVWTlwJC1Kw36RBqjM0gKgSomSDLeKXDUasPyjND4sFUFdCFU0uH2QaGn+pPD2Z5iZdMTFlmLd0mTeobMqfh/7Pum5By/paIT+SjPjg13zHJJ6gVR5Co1ZI8iammgLxKdLnpOemvKlb1X3QQgoIypsEmTSUN7QK6syQTmrWHlxNhz3Ror4OZUYrziRL6/C5yybmDuIxX+prWX11fmb6PzPbwtqFMyT/hP4BmL/W84iV5U11JeJd680le72Jlqk3gUK9oUGzJI293oh5M3+TERtc640VzL3H19uTmDf1a6hwxmVATe2D8ibGQ5si94LTF13kSRbkoTZFEpGp9MF46TU0KSbIbUBeFiUrF4ksyd7bN5lmn5FJ4yzLeZIlwYMsLvXcJ+uNklzCVLJ5zmSprvJSTha3uuacNzQBI4sUZ0SXNLlyIhlJllMXpGnizpuYxZ9sHQ5WoGq4Cidd0pw4b0JUmIrJI75L4y+51OHzQh2mc57ypl41hXs/dlno++p46vtC3Ps+KjfncqoWLpj9V1pxQQsjrRqjxddvIe23VYi754UKr/erUwOBjesha/VWyfHMFZsR0LAu/BvUYd8jB/TAtY27JS4iWcs3QaFSIXJgj39FHa4XrWAKBmfixXKK8lROCiRcsbmVbZVgBSKChO/R4YqbKidf6vduZ/sm9Fpg5lA9W4j7fk0Ffiv/UmxW3/z82+DKCy/QhPvEiROO7+RG0b17d6YAICsF+k7QRJsm+aSMeOaZZ7Bq1Sq8/vrrLA5G//798eSTT2Lbtm2O+1y5cgXXrl1j19HE3pm4uDg8+OCDLNaE67nKQPExSDkhupLQ3yVLluA///kPi+Oxfv16Fg/jhx9+wMcff+zxPqRcoPSkJCBLE5FHHnkEhYWF+OWXX7Bp0ybMnDkTP/74o8d4HJW5PjMzE4sXL2ZKDYrt4efnh5deegk2u2/Yu+++y86/+OKLWLt2LXr27ImHH34YFy9eZHFJpk6dyqxEli1bhu+++w5FRUWYNGkSc325VVSvokJ2rsVtm6NrNyyIjvA8a6weqcLVG+6a/as3LKhWRUgXFa6Cn16JejU0+OCJKvjpzarsb/fWUsWRM2Siej3f6iZPdp6VvSQ8QYMyufgDlI4mHcI1gi8xTd6cuZ5nRWig0k0j7it5UyVYCbVa4fZ89GzsXvZBpzQ/lI7VBkmafHuaMCU0Kpo0KN3uW1xqY/kkl980aFKrFKyMnLmRL2QSDXJcIb9aoqI01/JsjlU9Wn0jN5J2jVQ44DIIkYMsI67nyZRVrgVVIzxbBERHUFm5KwIoT8R0lBfJ6WbHAKdGpAozRwSisMSKowkGyQSX8kZ8LsdzFgjfxYGMM2LZXXdNU+iehvyU2zZQspXNyrqXkjUE1QG5fIm210U5qldRy8bEuJZDdbg8P0m6maODcSTBIFGQeKo3Yv1zPKf9uavY64gz5DfvXM9d81NUGLB6U1Reb8iUul1DldtE2RfbExERIp83YnuJlJPHfi+yXJBtU6FK0H9r9xsRf1laji3silpnRa9bObncV5RFNm88lNP1AlF+hSDLAZOMLEJdyvIQz8iX6o1YTtdcn9Nr3ojl5JpG+F2qE/QfrSK7Kn9axngrJyVTnHqqw+LvOhMdLuS1axp6/1VUh4sqqMNi3+fWj4l57qXvE69xTSP2fbSiT+6iU/qp8fp0Ld6YocWkPmoE+cEjpVcysavJACQ+/wEsJZ5dXUTI/YMoPn9ZcrwkOUU436gelHod/OvWRPH5S5JrjNdzYcovZNf4eh0OD4J8Ocm8b0TEsnNNIyopJOVkBKb0UeO1qRq8Pk2DSb1VCPRQTr7U793O9k2YzMAHi0qwaJvBawwbDoe7jVQi7gVNoikAJa3mk/JCpVKxc2SJMXr0aGbl0KFDB2b5QO4kNIEW3Swef/xxZqVBx0iRIUIWF7Vq1WL/i9YRZ86cYTEm7rvvPjz66KN/S2aKcUGKFI1G43AB+eabb5gSYdiwYew7/S5N8N966y2mWKHgnMSbb76JOXPmsP8NBgMsFguTmZ6VIKsSsiQh5QjF/SDuuecepgih/HF+vpu5niwrSJamTZuy76S4oeen/Pb392dKCVIGDR48mJ0npQ6VCT0DKYiio6NZvomQ5Qu5/ZCy5GaCjXqDJtA0KHGFNOi0guMxnU4pO+lzTlc7WmiGkWEq/LGpEBarDd1b++HBcaFQq/NxQjoGYJCGm+7hfl/hnEd5tDSxcE9HVhyk9Rau8XRv8eWvYNf7Qt6cdBpD6e0L3a6yG+xzRVotdkU85p5G+E55WX4NvOab5L72Y65pDPbFHzmTSLHcKpuG/GAfGyM8dOo1a4WBQAnKV7myMlRUVnoaqJvly0rmWR6fGITmMVpYrTb8ul4I6hkZ6JI3JqkcRq95U/57rnKz85ryIF9je2qw7bjFbbDvDT+9glkPuT2foaJ8UeBqjnzdd65vA7r4ITJUhS//kMZt8fScYpmLiN/1Gs/1prJpyN/70dFO9cZDMDxfak/Oz+lRnpuoN+J3T79FEyny4U7PtjCXAU/P6dwPsu+OOuxNflRaflGW4V0FM+2zLqvv5feW/v6drDdifyA+l/tzyqTxVG/sfYS3vBnZndxCLEh0mYR5ve8/rDOe6rl4zJO85eXkoe+TKSfq02SfwX4P8Ty5jQQHAEfOUTBKE1OGk4vK/UM1mLvaxCaGrphy89mnsqhDhE7cXFAkOU4uIux8cCA0IUGy14jX0TW+Xod1Hu4rlpP4vpGXxVM50XkbU14E+wNHb1ixP8HGFCzkVnL/YCW+XuteTr7U793u9k3WMK4KFw5HDq688AJN2ilIJ63wkxVCs2bNHEExSYkxd+5ch5sHKQbEHTbIAsMZipnx6aefSo7VrVvX7feef/55NpGvUaPGLXsGcmmh4J30+867jpBlBSkoSOEixsZ44oknMHDgQPa/0WjE+fPnmTUEKRJI4UBKkenTpzOlwKlTp5CSksKemdxn5NxGbuZ65/gcZNVCUF5cunSJ/SV3EWfIwoWgMiA5ycLEGXo2cif5u5Bvo+S7F/c7q5e+tjLpaGeOT3/LReIlI4z2zvzMBSOCA5UY2y8QcT8Vk2uqBNfvznhbba5MOm/XsPMu+XMn8+bkz+XWNRXJLZcv3mQQ5ajwvjLHFBUkkpPlZuXPK7Tiu9UGhAULPvM0KPtiucEx+KHb3ap6481ET246tW5vKTYdLEXn5jrcOyKQ1ZdzWRXL4EmOirxfxSTDu6iZosTbzius/rrli+K2tSeyWhnTLxDfLM2XVRxVVo5/mjciuUVWfLfWwFaBKW7DrFE6fEn1xiXLfKk9Vebet6JNETTpe3CEXlC8bTbIt2/8d2Shic2Dw3UskPKCLfKy/C/Um79bTg+P8mPlNH9jmYd++PbI8nfuW6l7/5009kQr95pZ+0q/LhxIuWrD1VwTHhquZZZoh8/+c9twhevAyFUWqqgVXmPz/Tp8k/e9mTSr9ltYe06/YS+nazZmGfLgUA3a1lfi8Dmrz/Z7f/fef7e9cDie4MoLL1DMCwp8Sa4j5D5B8RRE6P833ngD8fHxzLLivffeY0oOOchKQO3ikO4aS4IgJUF+fj6z9iDliHPwzL+LqCSg7Uu7devmdl60iCAoGCm5X4g0bNgQZrOZKVVIQUBKFVJGkEUFWUGMGTOGudBMmzZN9rfJbaOy11PQUbl8IwuSip6PrCzIasQVUQnyd/hldrTk++EzZWzC7AqtwNDuGp4oMcivwvg5pSsstuJkknuEfTpGvvgUGT22vdR//kSSCcH+MvJoBfN9T5BZqadVfzJlFK6Rl1k89vnzUT6TNxQdW3RvKbNf5npPcSVALl/EY0Ke2NxXOww2r6sVLN88WJ2w+7pUX3FF1ptli2saT6soBSX0sQKZYDvCPDJKxyKMH7dvqzq8px9G9vSXpDmaaGDb01b2OUS81YnSMvcyvpAmaFBoq9QqISoM7eaHcyvMkpVncSVKRHxu19VslkZilSFTTkbauk3JthP8erWJDZaclTc0AKQBEqXs11aF2PukdfhIfBlCAlSyddHTTiMsX8o85AvV4TIb+/37RgfjaHwZ4pONkoEonXMdmN7KeuNpxbawhD5WXLLXm4dH2uuNS3wQX2pPknu7rKaKeUM757gi1jW9l3rjDMWpuWewnq0Ifru6zKP1jiPPXfKmvJxk0jjypnLtm2S5e5BOkGWNZ1l8rt6I7dvDc8qWk6Rs3cvJtU5QDIB7h+iZQvvrlaUe80ZaHysrS8V1prwOe3qXeqo33vs+uXISV7Q95Y1oHZCa7Z72yjXBjYXiYcirmW8Oc77gA6EOCpAcF60pzPlFDosL12vE68R7+HIdFvNU6/G+MvK7WFiUp5FaHXgsJ6ONxcPw5X7vv9W+/5cR3eE5/wyuvKgAmvBT0E5SYFCcBRGayJP1xO+//86sMSg4pjjRphgYFFxShCwzGjRoUOFvDR8+nCkQtmzZgtmzZ+Prr7/+x/LT/Ui+1NRUiWJiw4YN2Lp1Kz788MNKNTQxBgYpa0iRU6VKFXacLFNu3Lgh2yBv9no5SGbKV9r1hbaiFZk4cSLb1pUULPQspIQRFSD0GxQfg9xPSLHxd3jzOyEYq0j7pnoWuI8mHM6iVw2nbTw9r/JmXTejTjX3ZhYVrsbFdOEN2aiOhrlF7IuT+pxq1QpYLDbsjjPi2Dmp/SJt3UZB76SvAsGX8aoHv2jRh79mlPskrUqoEleuCs9Bfrw0aQv0oz3obZJ75xRa8cXvOT6TN84TS/K5JLcSV39UejaCgpK654fdbzREycyy5dKQqShZOVAAMGcof2iSKndfevkLskgHjaJstNLiimguST6lFHFdRAycRWloFw3aCo5MXp0HGKLswf7lz77nRJlj9xeRto21LPima72hQHTOwThdycqxoHZV93oTFa7E5QyzYwecKqEqHE2U/mZKlhn1a5Yra2m/ecob1+CD4nf5vLEHEQtSsF1K3NNYmYk0+bc/Nc59VvzOTB2OJVmw/C8zDp+zYN/RAmm+NNGhBdVh13wJp3zx7I5D8S5E1ybX2DJUh8ODlWz7Vfp0byN1ah7ZO4B9PlhU5vDHFuuNsEWctXJ5Y/cbpmuc641YX6/l2utNHRVSs13qzXX3euOL7ck5b4R0Fpnn9CwPtal0py5dfCbnvrJtAxUmx+pYHv+wrgwFxZ7fUeWyuOSNN1nsZUexRJwDvIpprjq589EWhpP7aVmaH9cbvMriu/VGvpycn7M8b4T7VXErJ6V7OTWkLRZ1LI/nrS1jllaeEGVxjQsgfpfz67+aa3HUWdqlxD2NhdXhXKrDoe512M9LHRb7Plr5d0YsJzmTeTHWAV1Du184BxYV844m1S3qKtnE2LmsFfbAu8VeFLA3Q1GS4MPqX78OCuISHccD6gtjy6KzybAUl6A0LYtd44w2Mhya4EB2ja/XYcc7ipWTe56LvysXv4HiZWTmyJRtvo2VE217m3ZdppyUVE6+3e/9N9o3h1MZeMDOSriObNy4kZm0tWvXTnKOAkfSObqGzpPrAyktKH7Drl27mMsDuTVQHAwKVFkZKFglpacAn+vWrXMcJ+uFPXv2uH1oou4Nkot24li4cCF+++03FiyUlBakHCHrD2eLBwqsSXEm6EOBMEn5QK4m5C7TqFEjFluCoDgT6enpTClDsTvIrYPcTFy52es95QdZb5AclI8kP7nAJCUlsZ1LKFgnyf3cc88xCxj6UEwMUnaQzH8XmpA5f85cMDC/f+edB2jVv3EdDc4ku1sGiFA6Cj5JwSlF6P8aUWp2jmhaT4sHx4ZKAiaSIqBjcz0upJpYcEaarDp/aOtSGiQ1rauWDJwa1FDjrNMOJK7QllYUVI8CforQ/xTIUdy5hO5NtGlYfm+Kyk27mCReNvtU3jhHeqcdUZLTLWjVQLpc0rqBmll5pNiVM64DDnoZt3Z6VjENDQBoECPmGz0/DQSdr6GX+Pk09/uSLJcyrY5AeyL0nVYZqAzlBik3CqxoFSNN07Kekk3eqR6Qxe343hr0biOVt1Et98F4fpENKVkWySf+IkXZVzIFhkigvwINa2uQ4LQDiSsJF42IrqKSBKGk/ylgJd2TPVt9Le4bGYiwIKWkrJrU1SDtmvMOJMDlLBua15W+fprXE2KnpMmsTFHQM1opa1HPJU1dIXBtXhGw/YQZX682Sj6Hzwq/S//TeXH17XKmWfIhqwjKF1JgONdhUp7ROU/QuWqRlA9OdZjyJVLNztEk/e15OW4fYvexUvZ/gVNgXE/1pmUl6g2tIDrTQqw3RUK9GUf1prW03jSsKeRnpsxky5fakyjPxQz356T2QnlzxVPekDz1pfK0qq92tCmiSW0VpvTX4XKWFXNXlFY4gPdUThXKQu27vkvZxqhcZFFiSqwWKVlWfL2y4smEL9abixkWlseSvKmvFvLGQ71h5dTANY2KTXzEvGlaR4VpA4Ry+nJ5qVfFhXMddr1v64YaoQ5nea7DbRtK632bhhqm/Kd+SHxPUnBD5x0r6J1JdTgpVf4d7LHvq1tB31cok6ZOed9H78HhXdXo3VpallSXSNF/MfPWTA5Lkq+g5GIqqo0dJDkePWYgU2yUpqSz79e37UPU0D5QOpkuRI8dBKvZjOs7D/4r6jC53TSr457nZFngrZxIiSRNIwT+dJRTFxV6t5Re06S2gpUTPb8v93u3u31zOJWFW15UQOfOnZnioHfv3m4uDOQ6QkoBcvEQoYk1fV599VUUFBSwCTTtAELbgFYWui8FuqTgmWKwTLJWICWEKwsWLKjwfqQ4oaCcJOsHH3zArCDIcoFiXDhDri/0ISgoKVltkOUJxZcgJQi5fJD7yfz581lQTHKrIesHsnogZYErN3u9J+j3SR5yDSFFBVlgzJs3DzExMew8KWU++eQTTJkyhV1HSibKFzE+ya2AYi8kXjLgoXGhWLqlEEWlVozuG8hW/nccLpFMvikS85UsYfBy6EwZhvcKxLMzwvHnVsFccsKAIKRmmXA4XlCz7zxSin4d/fH0tDCs2FHEzOZjO/mzSfx7P9NEx911hgZkNEC6a7AfVv9VxlZWhnbRsQHZX6eMEsUEDa7EFaTjSSYM7KjFI6P9sWaf8Psju+tZgKYT9v3r6UVyKMGIsb300NijSvdrp2XKkm1HDT6WN9JV9i2HjZg11g/3DNXjULwJ9aqp0K+9Fmv3GVksCDJ1FHZqsbHdDYjNhwyYNtCPyUvbf1H0+naNNJi/oXyrru3HjGjX2J/5WO86YWSrcMO76XDgjKBckmP7MTMeGKHF9AFaHDlrRp1oJVM6bDxkFmTRCDsQ0EBDXHHZdsyMSX21KDYACZctbM9zeuH/vtXoGDjsPGHGgI7CVqDJ6VZUr6JA//YaJKVZcNZlazdXzqeacTbFhPtHBWLZjhKWByN6+jHXj13HyySKCao3qfaByJFEI4Z0t+LJSUFYsVMo07F9/ZF2zeywtNh9ogy92+pZsM61e0uZZUyfdnq268jni8nSodz6YmecGTOHaFhk/GNJVtSOUqBnSxU2H7Ew/2PKG/LBpcGgmDc74swY34smHUBiioWtptEA7o8dgvKEBod5dgsGkSa1hO+iH7gnaKtYiqvywNhg/Lm1CMWlVozqHcDqxM6jpRLFBO3AIdZhqqfDevrjqWmhWL5dMJceFxuI1KtmHIk3sIEzKUfkIMUGnYss99wTnvOEGfcP02Jafy2OnjOjTlUlerVWY9NhsyNvXOvN9uNmTOyjBW0YkEB5Q/Wmvhq/byuvN7tOmNG/g73eZFhZgL/+7TRMWXAuVb7e+FJ7IrYdM+KhkXrcNVCHw2fNqButRJ+2Gmw4IAS6Y3kTrmQDZTFvth41sZVF6iNpG0aaHLVpoMbCLcIFVM8n9tUy83ySS9wxxVkJKDdJ3nbMhAdH6DBjoL19V1Wx9k1bMnqVpZ+O5Q1F+W/ukMXgkGVCHy0zW9923FRpWXyu3hwx4ZHRetw9WI9DCUK96dtOg/X77fVGU75jlijL5iNGTO2vZ99pC1JSDJAC4ddN5eU0qZ+OldPWo0aJAp7I85A3VB8fHeePmUP9cNAuS2x7LdbsFeIDkbk77TBCsoiWhpsOGTB9oB+r06cvCttIUx3+ZUP5+2z7USPaN9awd+mO40a2y8KI7jrsP+29Du86aca9gzWY3FeN4+eFvq9HSxW2HJX2fbSzhbgBCJUt9X3k9pl4xYKmtYW+b/FOk6Oc9pyyoH87oZyS0oTdwygQJJXrxcy/Nzkk14/AZg2Y0oJ2CyHOv/s1Wv/0AUw5ebi6dgeqjoxF9YlDcXzqU450yR//iOqThqHjuh9x6fNfENCoLhrPeQapPy5FWWqmx9/zpTq866QF9wxSY3IfNY6dt7Bgnz1aKLHlWHk5UUwaUmbRO4nYedKCcT1IuQucTbWiSS0lU74s3mV2yPLXaQuzEiwqg72cFOjXRoWEK1ZczLL5fL93u9r3/xdkwgNy/gYKG3fA4XDcuPsNe3RBJ/z1CkwdHIR2TfVsRfn8FRMWbSyQbJX40r3hzHT+uc+yHcfIdHza0GA0r6+FxQJmjbBoYyHyi6wS8/QJ/YPQuK4Geq0SlzJMWLatkP1GcLg0boEIbflFCgZyISF5LmaYsWKPQWJG+MR4f/b7s38uj/wdGqjA+D56NK5Nq0RglhordpdJVoDpxUZR3GlwRv7CNIldtdfAVqoKckp8Jm9CI9z9amkFYEgXLRtM5hXbsPekETtPCIM82p/88fH++H1LKQ4nlk8qu7XQsEkZ5Q0NAGhwfPSsdNIZU12FUT10qBGpZIPaI2dN2HDQKHkZ6XRSfTCtlg3sqGGDHBoIHDhjcUQ4pz3tyed2yU5yCyrPp85NhUlQSIAwMCJlhatPbpdmKnRroWYmqTQgi7tgwdajZjY4EsmVKSexrCbG+qNNI8HVJznNjCXbiiWmzs9NC2buKi9/U27ZRRYVkwf6o1ldLVtdjL9kwtKtwk4iImRGPa6vPxrVFurNpQwzVu8uYTEwIqtKo8zTqlZsOxXbYq6gGDiYaMFee6DNetEKPDBMi2V7TGyAL9KpsZIN9ClvaIKw65QFcRc8jwZo8B7bTo1XfpIq3bLS8mXzZfLAQOZCQvlClj2LNxdJ6vALd4eyOvzCFzfK8yVYiamDA9nuKmarYI1B6ZzrsCs/vxmF1buKsXp3MSKrucfmoXozoL1TvYm34K/T9npTTYmHRuiwdJeRucI415terez1ptDGFEQnXOoNXdOtuVBvaFB74oKFKcyc601Zqdln2pNa424cSoPwQZ1IHgUbYO87Y8Ju+0475Ls9a7QfFm834Mi58t/r0kyNPm00gjwFNuw4bsIxu7K2QQ0lHhnleT9JGnTTYF0uqCDJQu2byVJsw/4zZoksj4zSY/EOA446tW+ShVaBSRZq39tPmBxxakiWh0d63iKb5NhyVJBFpVL4VL0xGl23MFVhMJVTmJKV097TJuyKMzliVjw2xg+LtpUxxY9I1+Zq9G1rrzeUN8eMbBIr5I0Kj47xXE6bDhux+bB9wkoN0aUOk3KfyVJsw18njUzhwO5bU4Unxwfgty2lbCIm0r2lhintqd+jSdjWI0ZWR52pT3W4pw41I1WsH6bz6w8YJHU4OFgar8rR97VVMTN6il1Efd8+p77v/qFC33fCqW/rSH1fi/K+bzf1fcnl56k2dGyiRJemKuaWQhPok8kWbD9hkZRTt4dayeZfeK9O6Lp9IQ7EzkDOnsOSYyfvewlpC1Y6rq39wCTEPD0T+lrVmCVG8n/mIf331ZL7hXVvj6YfvoDg1k2Z4oPOJ83+EjZzeXnv+TrOp+qwRiu1bmhaW4HYNuXldOisBfvirY5yum+wBsv3mqXl1EiJ7qycaCFIUCrFXXQpp8ZKdG6iLC+ni1bsiJOWU2mJyWf6PYICed7O9u1KWJACb9wd4HYP4rPH5Hes+Tfw5gLPFq53krfu8h5f0NfgygsOp5LKizuFJ+XFnUJOeXGnkFNe3ElclRd3Ek/KizuFq/LiTiKnvLhTyCkv7iSuyos7iZzy4k5S0Y4I/03klBd3ElflxZ3EVXlxJ5FTXtxJPCkv7gRyyos7iavy4k7iqry407gqL+4kXHlx6/m3KS98Z6TN4XA4HA6Hw+FwOBzO/xjcXuDW4FvLGhwOh8PhcDgcDofD4XA4LnDlBYfD4XA4HA6Hw+FwOByfhruNcDgcDofD4XA4HA6Hc5vwodAh/2q45QWHw+FwOBwOh8PhcDgcn4YrLzgcDofD4XA4HA6Hw+H4NNxthMPhcDgcDofD4XA4nNuEjfuN3BK45QWHw+FwOBwOh8PhcDgcn4YrLzgcDofD4XA4HA6Hw+H4NNxthMPhcDgcDofD4XA4nNuEjXuN3BK45QWHw+FwOBwOh8PhcDgcn4YrLzgcDofD4XA4HA6Hw+H4NNxthMORIfNSJnyFx6fVhS/x60Z/+ApVovzgS2SkFcFXsPmYfeIrzTfDV3g+pxd8hVfb74EvMeNH3+lvAkIC4EsEBPtOfxMYrIMvoVL5zlrY+9V/gq/w7MW74Uvs+ToOvkKvR9vAl+j6Zh/4Cv4tW8KXKDl9Gr7D9/i3YuW7jdwSfOdtw+FwOBwOh8PhcDgcDocjA1decDgcDofD4XA4HA6Hw/FpuNsIh8PhcDgcDofD4XA4/0/cef+tcMsLDofD4XA4HA6Hw+FwOD4NV15wOBwOh8PhcDgcDofD8Wm42wiHw+FwOBwOh8PhcDi3CZv1TkvwvwG3vOBwOBwOh8PhcDgcDofj03DlBYfD4XA4HA6Hw+FwOByfhruNcDgcDofD4XA4HA6Hc5uw8t1Gbgnc8oLD4XA4HA6Hw+FwOByOT8MtLzicSqLXKXH/5Oro0SEUfnolTp8rwne/pSMty1Dpe7z+eF2UGqz4eN4Vj9dEhmsw7/2mWLHpGhauzJK95tSJQ/hz4XdIu3IRIaHhGDBsPIaOngqFQiF7vdFowMrFP2Pf7s0ozM9F7XoNMW7K/WjVrovjGqvVio2r/8D2TSuRcyMb1arXwvCx09G9z2Cvz9SktgrDu+lRLUKJwhIb9pw0Ysdxo9c07RurMaiTDhEhSuQUWLH1iBGHE02Sa2pFKTGmlx61o1QoM9pwKMGEDQcNsFQQ8CgmWoG+rZSIDAGKyoCj5604eNa7trt5HQV6NlciNADILwb2JVpx6pKQJiQAeGKk564y7qIVaw95FkqnAcb09kObRhroNApcSDNj2Y5SXM31/iBB/gqM7+uHZvXUUCkVOHPRhGU7S1FQLP8sfdpq0b+jHq/NK/B6X5JnXL8AtG+ig06rwPkrJizeWoyrORav6YIDFJjYPwAtYrRQKoHTySYs3VaE/KJyecKClBgfG4BmdTVQq4HEyyYs216MazLPeuD0OXyzfBOS068iIjgQE2K7YcaQ3h7rcOrV6xj9wodux+vXqIql7z0nm+a5L3/F2ZR0rPvkFa/P5mvldPBUIr5Zuh4X0zIRERKE8QN6Yvqwfp7zJisbY5+Z43Y8pmY1LPnPy472vXLHfizbuhfp164jLDgIvTu0xIPjhiDQ368S/Z8Cd4+JRNc2QawvjL9Qgp+XXUP6VWm79caLD1Rn/d+XC7L+1nkRqrdThoSgUws/6LUKnL1kwMJ1+ci8bvaaLjhQiRnDQtGqkQ4qlQJxZ8vw2/o85BUKZfzQhDD0bh/gWf65uay/kmtP7RprHe1pyTZqTxXUmwAFJsUGoHmMhrWnM6w9FSO/2KU99fNH03oaqFXA2ctUJ+XbU+NaKgztokV0uBKFpTbsPW3CrhPey6ZtQzUGdtAgPESJ3AIbth834shZaR62rq9Cv3ZaRIUpUWqwISnNgnX7jSgq9d6nNqqpxJDOGlQNU7Jr950xY/dJ7+XTpoEK/dtrEBGsQE6hDTtPmHD0nLRfahWjQt+2akSGKtl74XyaFesPkjye77s/6QrmbjmE5Gu5CA/0w+QuLXBXzzYe2xOx5+xlfLf9KC5k3UCIvx79W8Tg8UFd4K/VyF7/0bq9+G3fKZx8fxYqA9WbUb380Na5v9lZKlu2rv3NuD5+aGrvb+IvmrB8l+f+pndbLWI76PHGD/L9TcMaSgzqqEHVcAWKSmw4kGDBnlPey4nqRGxbNcKDFcilcooz4/h5aTm1b6RCr1ZqVpZ5RTbsjzdjf7z3d4wz+hpV0StuHY6OexQ5ew57vbb6pGFo8PIj8I+phdLL6bjw0TykL1wluSakfQs0/fAF9tdcUIy0BSuQ9PZc2Eye24g6pin8+4yGKrI6rMUFMBzdhbKDW2Wv1bbqisCR93i8V9GaX2A8dZD9r4yoCv/YcdDUaQSb1QpzShJKti2DNe+61+dk9XjTASRfzUF4oD8md2uJu3q19V6PEy/hu22HcSHzBkICqB43wONDukrq8eqjifh193Gk3chHdGgQJnVrhandW3m9763OG3PKeYQ+/p7Hawwn96N47a8ez3P+f8GVF068/PLLWL9+PVavXo169epJzmVnZ2PYsGHo1asXPv744zsm49KlS/H666/j7rvvxiuvuA/Ijx07BpvNhg4dOjiOlZSU4JdffsHGjRuRlpaGwMBAtG7dGrNmzULz5s3/y0/w7+XlWXXRtIE/flicgZJSC6aPqYaPXmmIB15KRFGJ95cyvQMemloDPTuFYctfN7xe++wDtRHgr/J4/vzZM/h4zrPo0qM/xk97EOcST+KP+XNhsVgwcvxdsml+/Oo9HD+yF5PuegTVqtfGnh0b8NHbz+LVd79Gk+Zt2DXLFs3DuhW/YfzUBxHTsCniju7HN5/OhkKhRLfeA2XvWzdahYdG+eN4kgnrD5Qhproao3rqoFICW4/KKzBaN1DjrsF+2H3CiIQUM1rV12DGID+YLTYcTxIGTTTgeWxcAC5nWvDzhlI2IB/eTQd/vQJLdpR5zJsaEcDkXkrEX7Fh12kbalVRoH8bJZQKK/Ynyg/umtRUYExXJQ6dsyE504bGNRUY1UXF8pPuQ4Pin7e4D+Y6NFSieW0F4pK9DzZnDg9AvWoqrNhdxgbbw7rp8dTkQMz5uRAlBnmZlArgsfEBbGL2x5ZSqFTA6F5+eGJCIN5bUAiry092aKJhE2gaJFbEA6ODEFNDwyZBZQYbRvT0x/PTg/HGvDyUlHmW58nJIfDTKrBwYxGb+I3r64+np4Rgzk95TKFEY6Fnpgaz63/bVASzBRjeww8v3BWKN7/Pldzv9IUUPPXZLxjYuTUeGTsIcUmX8eXSDbBYrbh3eD9ZGc5dyWB/v33xIfg5Dbz0HiYTG/Ydw85jZ1CtShgqg6+U0+nzl/D0R/MwoGtbPDxhKE6eu4iv/ljD8uaekQNk0ySlpLG/37z6mCQ/9Dqt4/8F67bju6XrMX14P3Rs3hhXsq7h+z/XIzk1E3NfnuV1oEo8O7M6GtXT49cV2Sgps2LysAi881RtPDbnEopLvLcBuvXM8ZHo1i4I2w/k3/R5Vx6bHI4GtbX4Y2M+SsusGNs/GK89GIkXPstCsYdJNSkIXry3Cvx0Svy8Ko/1UZOHhOCl+yLx6pdXWR1eub0A2w8WS9IF+ivxxLRwJF40uCkuiPtHUXtSY/mOEpQabRjRww/PTQvBmz9U0J4mBbP29NumYibL2L7+eGpKMN75Od/Rnp6m9mSzsWvMZhuG9/DH8zNC8Oa8PMn96lRV4v7hesSdN2PjISOrxyO6aaFSANuPy0/OWtVXYfpAHf46aULiPiNa1lNjan89zJYynDhvdig37hqkx/4zpDg2sonzkM5aPDpaj0+WlrI2LkftqkrMHKrDyQsWbDpsYPIM6yooaXaekJ8Yt4xRYWp/LfaeMuNsqgUt6qkwuZ8OZosBcRcsDuXG9AE6HIg3YeMhE5NncCcNHh6px+fLymTlOXUlC48v2IBBLRvg0QGdcSIlE59tOgCz1Yb7+rSTlWVX4mU8vXAjhrdrjCcHd8HFq7n4astB5BaX4YPJ7m3w2KUM/L7/FG6Ge4YFoF51FVbtLmP1ZmhXPZ6cFIh3filkSiJP9WbWuABWbxZvLWX1hhQgj40PxAcL3fub9o01TNHhqb+pHaXAPYO1OHXRgi1HLagbTQonNfudXR4UTS3qKTG5nwb7zliQdNCCZnVVmNRXC4vViJPJQgF0bKzC+N5a7IozISnNitpRSgzvKihpSNFREfqa0ei0/idoQoX3iTeixwxEmwUf49JXC5C9+S9Ej+qPNj9/CKvBiMylG9g1fvVqovOmX5B7MA7HpzyFwCb10XjO09CEh+LMo2/K3ldVox6CJj0GY8JRlO5aA3XtBvCLHcs6krL9m92uN104jfxfPnA7HjBsBhQ6P5gunGHflcFhCL77BVhuXEXRyh8BjRb+fUYhaOqTyJ/3NmCWb6+nUrLw+C9rMah1Qzw6qAtOXMrAZxv2wWy14r6+5eN9Z3YlXMLTv67H8PZN8OSQbrh4NQdfbTqA3OJSfDB1ELtmxaF4vLV8B+7p0w7dGtbG6dQsfLLuL5Qajbi/X8f/Wt7YDGWy1+g79IG2WQcY4vbifwGan3H+OVx54aK82Lt3L9544w0sWLBAMph7++234efnx87dSVasWMEUK6tWrcKzzz4LnU4nOT916lS8//77DuVFTk4Opk2bBrVajccffxxNmzZFfn4+5s+fz66dN28eOnfufIee5t8DKS26tgvBqx8l48gpYQXjzLliLPi0GUb0r4I/1lz1mLZeLT0evasmGtULQJnB+yB/RGwV1Kqm93rN8j9+QN2YRpj1zGz2vXX7rrCYzVj953wMHjERWp00ffbVDGZxcfdDz2HA0PHsWLNWHZCUeArbNixnyguDoQyb1izB4BGTHAqQFq074nLyWWxet9Sj8mJoVx3Ssq1YuFlQKCSmWNgEbkBHHXadMMIkM5gc0U3HBtkr9ggWK2dTLAjQKzCsq86hvOjfUQeD0YZ5a0rYQD7hMmA02zChjx5bjhjYao8cvVsqkZULrD4o5DMpI1RKJXo0V+JwkkV2cNuvtRIJV2zYekJIczHLBj8t0LsVKUEs7PfTXfRN0WFgiosdp6xI9bJYQoPTVg00mLusCPGXhGejFbY5DwajV1stNh2Ut9pp11iD2lXVeOvnAmTdEORKvWbB6/cGsQHpEbuVCg3eR/TQo2drHYpKK96DiyZZbRrp8PnifLbSSySlmvDBo+Ho216P9fvkly87NNWiTrQar3+fi8zrQiamXjXjrQdD0aGpDofiDejQRIdqVdR44/tcZNivSbtmxoePhaN9U2k/9d3KLWhcpzrmPDSFfe/WqgnMFgt+WbsDUwb2lFVIJKVkoGp4CDo1a1Dhc2bn5uOj31ez6yuDL5XTvGUb0bhuTbw9S2iH3Vo3Y3kzf/UWTB7cG3ptuUJCJCklHVHhoejYvJHsPcnqYsGabRgT2w2PTR7JjnVu2RghgQF49av5SLyUimYxtT3K1LieHp1aBeKtuWk4Hi9M7hMulGLenBgM7RWKPzfleExbp4YOD06MQsO6ehiM1ps+70rD2lq0b+aHD3++jpNJQr9z9rIRX7wQjf5dArF6Z6Fsus4t/VCvhhbPf5qF9GtCGadkmvDhU1XRpZUf9sWV4lqOhX2ceWp6OFPOfL04BwqtXqY9afHF4gJmcUOcTzXh/Vlh6NNOjw37vbcnUhg62tM1C2Y/EMLOHYo3MsuoahEqpqgQ21N6diE+eDSMXXM8ufx+gztrkZ5txe/b7H3qFQub2PbvoMWekybZfnhYF1IumLFqr6BkPnfFAn89mHJCVF6QFUTCZTP+3FVe/6/lWfH0BH80r6tyTFZdGdRBg4zrVvyxw37vVCuTJ7adBn+dMsv2w2SlcSrZgjX7xX7JCn+dglkFiMqLfu007B2zfE/5BC87z4YnxunRrI6KTcJd+WbbETSpVgXvTerPvndvXBsmixU/7TqGad1bQa9xHwZ/vG4vs7SYM15QpHauXxNWmxWL9p9GqdEkUZ6WGEx4Y9kORAUH4CqZ7VUCUuZQf/P18iIk2Pub5DQz3n4gGL3aaLH5kHx/09be38z5pby/Scu24NV7pP1NIPU33fXoUUF/M6C9Bhk3bFiy057naUI5kWXL3jPy5TS4owanL1qw7kB5Gn8dMLCD2lEfKD2VxcbD9mfLsKJKiALdWqi9Ky8UCtScMRpNP3wR8K5LddB4zjPIXLYJic+9z75f37oXmrAQNJ79pEN5Uf/5B2AuLMbRsbOYpUX2pj2wlJahxRev48IH36EsNdPtvv69RsCSlYri1b+w76aL8YBSBb/uQ1B2eIebksFWUgRLSZHkmK5jX6iqVEPB/A/ZecKv13DYDKUo/P0zxz2K8m4gaOIsqKvVgTn1guxzfrP1EJpUj8R7k4WxWPfGdWCyWvHTjqOY1qONfD1e+xf6t6yPOROFut+5QS0Wc2HR3pOOevzjzqMY0LIBnh7aXbimYS2kZOfhj32nPCovblfeWNIvSa5RRddmiovSnatgTnXq8Dj/7+ExL5wIDg5mSorDhw8zCweRzZs3Y+vWrXjvvffYNXeK5ORknDhxAs899xwKCgqYJUVFvPXWWzAYDPj9998xaNAg1K5dGy1btmTWI23atMHs2bPZwJbjnQ4tg1FaZsGx0+Wml/mFZpw6W4ROrb3XiRceqgOlQoEn3zqHvALPJorRkVrcN6k6PvvJs0uJyWRE4unj6NClj+R4p+79UFZagnMJJ93ShIZXwZxPfkEPJ/cPpVIJlUrF7kdo1BrM/nAecz1xRqXWwGSUt6AgM+YGNVQ4dUH6THHnTfDTKRBTw916hMxMq4arcNIlzYnzJkSFqZgpMNG0jppNIp1dREjhoVQq2Dk5aNBVJ0qBs2nS+pyQamUrPrUi3UdD5BJCVh7n0qTKkMRUGyKCFAgPlP0pDOmgQnYBmLWGN8h9glbxaQIgQibU51PNaBGj8ZyungZZNyyOASpB/9PHOd3gznr2G9+vKsbp5IpXtMjlg+QhU2OHPCU2JF0xoWV990mxSPMYLTPJFydaBP1Pn5YNBHlOJBnx/vzyiRYhDn6dx1VGkxnHziajb/sWkt+I7dgKxWUGxCVJBzDOlheNaldHZZjz8zJ0adEIHSuh6PClcjKaTDiWeB59OraSHO/XqQ2KSw3MCkMOUl40qlPD432LS8swtGdHDO4mXaGrW70q+5t21bu5cttmAczCIS6hfHJWUGRB/PkStG/hoZHYeeruaLbi/vx/riCv0HLT511p1UjPlMCnzpdbYBUWW5F4yYA2jfVe02VcMzkUFwT9n5FtRpvG8m4zdL9OLfyZS4qcFQW5fLD2dEmuPXmuN5Qu84bQfkTo/yxqT/Z2GJdkxAe/5ru0J0EGjVoh6feoHz59UVqvTiabmUUQKeZcCQtSMDcQmoRK0lwwsz6YJpr0C+dSLczKwRnRrYFc/uQgeerXUOL0Jem9STHB5KmmlJcnVIkzMmmc5TmfasHBBOlzkjKFyRPs3r8bzRYcvZiOfs1jJMcHtIhBscGEE5fdJ62JGdlIzSnAlG7SNjite2usf366RHFBfLpxP6oE+WNU+6aoLOQGRMr5RNf+Js3M6oYnqA+R62+u3rCieb3ydIM669G0rgbzVhfjjIf+hsopproS8S55TuXGyilappwCFaw84i9L37FUj6qEKB1lMH+TERsOSusNvctpzOCN4FaN0eLrt5D22yrE3fOC94tJEVCnBgIb10PWaqm7QuaKzQhoWBf+Deqw75EDeuDaxt0SF5Gs5ZugUKkQObCH+41VaqjrNILx3AnJYWPiMWYpoK5V8XtFERDELCoMx3bDknHZcVzTpB1zgXCe4FsyU5D3xYseFResHienoV8Ll3rcsoFQjy8JVonOJKZnI/VGPqZ0by05ToqO9S/d7ajHc+8dgaeHCYoLh4wqFQyezKpuY964EjB4CizZmSg7tK3Ce3L+f8GVFy707dsXI0eOxEcffYTr16+jqKgIc+bMYVYK3bt3ZwqEBx54AG3btkWPHj2Y9QO5lIiQVcNrr72Gnj17MpeMrl27su+lpcIKzKFDh9CsWTOHxcPYsWOZ8oAsKcgthRQLlPbdd9+F0WXSSFYXISEhTMZ27dph8eLFkvONGzd2WJC89NJLTH5Sutx1111uSheyKiFFzeeff+6wMMnMzGSKEXpOUmzcd999OHv2rCMN3fOFF17AO++8wyw7OnXqhC+//JLlCeVPq1atMGLECJw8eVIiEylOJk6cyJ6Nzm/fvt1xnp79+++/Z4qVFi1asOe6//77ceXKFck9li1bhnvuuYf9BuX73LlzHZYllI7yz5lPPvkE48aNw62iVnU9Mq8ZYXUZv2ZcNaBmBZYSH36XgmfeOY9LqZ7dHagInn+wDvYczsPR0/Irh8S1rHSYzSYWj8KZ6Go12d/MdHfFh0ajZW4g/gGBLL9vZF/Fwh8+w9WsdMQOHsOuUapULA5GaFgEM2vLz72BNcsWIP7kEfQfOlZWlohgJRtEu/roZtsHk+Tr7Ep0uDB6cU1z3Z6GBtQalXBv12tocEfmtHSNHGGBNDgiX2np8Vz794gg9zRV7IOtGy6WHLl2M1u5ATFZXNSsosCW41ay6PZKdIQS1/Pdr6M8kssfR7pw9+dn6XKtqBpenm7PSQPe+LGAKYwqQ7UqKlzPtbjJQ6vNVSNUXtPJxcS4lmtBtD0dlU1yutkxMK4ZpcJ9IwLZxPJoYvlKYnr2DZjMFtSJjpTcq1bVCPY3JbO8P3Um6UoGSsoMuHfOXHS9/2UMfOIt5mpC93Jm5a5DSLychhdmCHW7MvhKOaVfE/KmdnSU5HitqkJepWRc8+g2Qnkz881P0f3uZzDokVeZq4nZnjdBAf547u7xaN1YOvjdfVQwdY+pGe1VrlrRWly9bnLr/zKzTahR1fNki/h8fiZe/iQVKemGv3XeleqRalzLMbuV1dUbZnbOEzUiNbIxMbJumFHNQ7qpQ0OQcNGAw2fkLSjIMuJ6nkx7yvXenqjNXL0h156sjnSu7alGpAozqT2VWHE0oTyvIkIUrN8TJ/EiVJ8JUgq4ItbpbLc0woNQH0v/rdlndFMotIwR8irLQ0wP6jNJHrKIqLw8Cnl57G46kaEKJs/aAybEX5bKQ+4lTB6ZdpiWk8+sLOpUkVpg1bZ/v5wtdb8hzmUIijydWoXH5q9Hp9e/R8+3f8J/1u5lk0hnDpxPxdrj5/DWuH7M1aKyUL8h29/kVtDfRHjob/KsiHLqb/aeNGD2TwU46aW/cZSTvVxEbtjrQJVQ9weK8lBONwpsjnIiruXZHO9QP53gRtKuocpN8eRK6ZVM7GoyAInPfwBLiefxkgi5fxDF56UT4JLkFOF8o3pQ6nXwr1sTxeelSnHj9VyY8gvZNa4oQ6tAodbAckPa31pzhXeTKkJQ+nrDr9cINpYq3bXa6b4RUOr9Yc2/Af/BUxD67KcIe2kuAic8AkVQqMd7USwKoR5Lr6kdIdZjqVsmcS4ju7we/7wWnV75Bj3fnIf/rNkjqccxVcNRIzxYGPeVlDE3krXHz2JS15aystyuvHGFLC7UNWNQsnUpc537X8Fqtfnk598GV17IQMoGvV7PFBhffPEFAgIC8Pzzz+Pq1atskl6nTh02mf7uu++YcmPSpEksroQ4wU9ISGCTa7LYIEUCTayXLFniuD/50u/evZsdIyVFUlIS+01y66A0ZOFBcTd+/PFHSRo61r9/f7ZiPnToUGaF4axcIJcXgmJhvPrqq0hMTGTpSCEgBz0HKQZIeUHPMWXKFPaM3377LVOMUB5Mnz4d6enpjjQbNmxgv0+KFFImfP3113j44YeZouPPP/9kbixk7eEMWXmMGjWKyd+7d2889thjOH78ODtH7jk//fQTyzd6drrf5cuX8cEHUt+3Dz/8EGPGjGExSUimr776CkeOHEF4eDj69OkjUV7QBH3NmjVMMXSroBgUFOfCFVqN9Pfz3owup1X8Eh47KJJZXnz3u+C77omSYmHl089fGlRO7+cvyFPi3Wx17fKFeOK+Udi0dgn69B/BXENcObBnK2bdPQxLFnyD1u27SSw2nCHrCoJWHp0x2HVutHrjit6+uO+aRvxO5ykwoNw14jG5+4oB0Njvu4zXDGbpeYk8ntKYPKfp2lSJK9k2pFyruMOnPKK4Eq7Qqpv4nJ7SkR+0K2Um6fNTUMCbMZzyeF+jzVGeN/UcBpLHvf4/PjEYsx8IQ5O6Gvy5o1gS1LPIPigNoFGtE/564XtxmXt7yS2kIIX5uJx5DeP6dsHc5+7HmD5dsGjzHsz+sbxvzbyei8/+WIuX7hqDsCDPgRd9tZyKSoRJcoCfVCHqb88rsqBwJa+gCNdy8nE54yrGxfbAly89gjH9uuGPjTsx+7vfPP7WmQuX8euabejZrgUa1PJu0eLvp0JJmUz/Z7DCT+99OTUlw/iPzrvJohcCR7rLQnXYc19M8XJIXlfIikOu7rdrqkfNqhqs2lHgvfw91Buv7UkvBJt0k4XSyfRvj08MwuwHQtGkjgbLtpdIgnqK14v9brkM0j7XVW7x9yRpTGI/rPA44R3ZnVwFLUh0USKIiO3F4HZv4a9TGJbyNPbfK/P4DJ7lGd5VcJk5m+JetkX2Gwa6ZIK/3fWq2DXTqK8pFtrY079tRP2q4Zh7z3DM7N0Oyw7HM/cQkcIyA2Yv34lZAzqhbqTniefN9Dfs/eal3lA+VOa9WJn+RswST+8+vUbu/a24qTQU62L23X4s/kVWjq3CQKCm3HyUpXt2wXVFHSJYfZkLpC4J5CLCzgcHQhMSJHuNeB1d44pCL1hi2YxSpSXFZWDndd4DHCv8g6Br1ZUFsSQXEefjhH+/sVAGhaJo5Q8oXrcQqmq1ETzjGRb/Qg6P9VjnrR4Lv/v0gg2oHx2OuTNHYmbf9lh28AzeWLpNNjZMr9k/sPgXDaMjWCBQ2We7TXnjir7rQJhSL7BgphyOK1x5IQNZN5A7BU22aRL/n//8h8W7+OOPPxAdHc0UDfXr12cr/mS5cOPGDWzatImlJasFijlBATFr1qzJrDjI0oIUFM7MnDkTdevWZTEoKIgmKRBq1KiB6tWrM8sLmtAPGTLEcf2ePXscQUOJwYMHMyWCs1IkMlJYnQsKCmIfsgIRn6ciaLKfm5vLlDVk3dCkSRNmvUAKDLKcEAkNDcWLL77I3E9IeUGQIiU2NpYpQkhh4PqsdIzibsTExDDLDrLA+O03YVBN9yHFBFmT0POTpQo9m+s9Ro8ezRQgtWrVYsoSsiQRFSBkYUEWLaR4IQ4cOMAsMoYPH46/C5kxSz5eVlVs/9DrplY1He4eXx2f/5yKkgr84W0V/JiChPVCu0498Np732Li9Iexd+dGfPeF+w4F9Rs1Y9fc/eCzLC7Gh7Oflg0yVEF8P1lleWXS/J373k55nKlZBagWrsCBRPlyoHri/PF2f2+LCX83neQet1Qezwnl6sa6vSX4+Pd87D9twMwRQcz3urL7nMv9lp9Oi6+ffwDzX38cw3t0QPsm9VmgzwdGDcCmAydwKeMqk+Otn5aie+smzAXFG75UTs5UmDcyHZFer2UBN395+xkM69UJ7Zs2xMMThuH+sYOxef8xXEp337mD3E+e+OBbVI8KxxsPTZP+hsK9//P+nLdv1eZmZbHewrIa2DUQlzOMOHPBUC7LLao33nppuZ5l3d5SfLJIaE/3jgiUtKf/Rr9HRIUq8OgYP7ZKN39jGbOEkKMiA4RbJQ+t8j88Uscm6Qu2GGTl+Tt9jclij6/RLAZPD+mKTvVr4N7ebfFQbEdsPHneYa3xn3X7EB0aiBkuZvluv+Gj/U1FAXply6mCe7omyS2y4ru1BizdZUSwvwKzRumYZeWtoqLxDu3kgQqvkRvbVFQhvY/DdG17CMErD2+X3pcCglG9LC5A0Z/fwXwxEcYzh1C0fB5U4VWhayEff+7v1WNBRnI1oXgWnRrUxL192uOhAZ2wMS7JzVqjWmgQfnpoLN6e2B/ZhcW46+s/WVyMyvzWrcgbZ8jiguJ/lB3Y4v23OP9v4QE7PUAWDqScoAk1KSIIsqg4f/48cxlxhmJKkOsEQZYZO3bswMqVK5kFwYULF5hygibuzpDiQoSUFXTP8ePHM4UHKUBIGUC/L7J8+XJERESgSxdha8sqVaqw/0npQFYh/v7CyrszZJVA5OXlMSsLb5CygGQS0xCkuCBFhrMigeSjeAmE+JukUHBOY3LZeso1ICg96759+9j//fr1Y24mpDS5dOkS+1CeVa0qNT0jZZEzpJwRf4d2gKG8IWXTgw8+yPKe8q8yShtPbPpVWsZ7DuciNMR9GZ6sLoplLDIqCw1knnuwDv46nItjZwok71lx4C75vQBhlaC0VLD0EREtLvxdLDJcqVVHyMemLdrCYrVg+aIfMHHGw6gSWW42XrVaTfaha8jC47vP38bZ+Dj2XfKb9pUj2h7QGXFxQHZF2uC8gmOTXXkrt8KQX/mRuy8hLj64xnr0ZJHBfs+DhYX4XTwv0rSWsOp7IcNdhl4tlOg9RboCd+wcDdqU8s/hIaI8QefkVr78KkjnDO0iMrKXtF8g943gAKX8CnKZN3ms0MmsCNIqoZw8FOySOHvZxHzjh3X3B84J5wLtVgUUw8EZ8bt4XvI7Wg2LYeFKj9ZN2HarSVcycTj+As6nZmLJO8+wAJeEOOaj7xR3hvoubc3G+Po53yknZ8QtS0tcrE9Eiwv5vNGic8smbse7t2mOb5eux/mUdNSrUd6+txw4jre/+x21q0XiyxcfQaiLhcqkoRGYMryK5Ni+Y4UIDZbp//TKChWu/4SxscEY11/q8njoVAlCgtQe6rBnWShmBW3x6p5O6RbPIsBPgWb1dViyKd+rLJ7aU6Xqjaf+TeYZytuTGVVCVBjazQ9xl0ol1gquFg3e+2F7362R74ddZa9fQ4V7h+hhNNnw9cpSh5uAHGL/7fpeEOVzta6QyOPhGVytDepXV+LuQTpmKfLtmjKP8gSK1lwunb+4Uh0kY5YSYO/8ezWRjpm6N6qNLzcfxNnMbKRcz8Pmk+ex6LEJbGJptdgcijOzxWrva4TnH9JNz3Yucub4Odq5xUM/7KXeeLI89GSR4Q1HObm++zzkudc0Gvk0hSX0seJSJpBTYGPKJtpVxnVb1b+LOV/wCVW79GGiNYU5v8hhceF6jXideA9nbGVC23IN0KuwB0MXz3tC26QdTBcTHIEoHfc1CO84U3K8pN1RoEprWQlU0VJ3YBHR4sJzPZZaMUrqcVOpWwwF+vxy4wGcTc9G3cjynbiiQgLZpwNqoGZ4MGZ+twLbTl/ACJdYLrcrb6TXtIe1tJjtUvK/xv+QB8wdhSsvvEDWFvRxdkcghcGbb7pvrUSTaTr/0EMPMQUHrfqTRQLFvaCtTV1x3iWE/if3CVKOkOsHfci6gKwNyIqDrAh27drFJutkteAsD616rVu3jsWUcIWUHxqNhlkoiAoYZ8hC4ddff2UxPTytntFv0E4lInQ/V0Rlhiec0xPkyiKmodgf5CpCLiFkdUHWHBQTg9xDnNHKRNgXZSYLFMqrtWvXMpeSbdu2MWXIP+HRN8rdcYju7UPRvmUwUyg4Z1X1qjpcyajYLcQTkRFaNG0QwD4Dego+/yK0FSt9TiXnw2i2+wtH14BSqcLVTKl7ifi9eq1ypZhI9rVMxMcdQbc+g6DVlte7uvWFGCm5N66z4yePHUCrdl0QEhrudk1ejntAP/LZtVhtjiCbjmeyf5fzib6aKwxaqoQq2S4l7mksIGV/bqGVXeNMoJ+CDe7IJFaOnCLBn9A1yKb4/bqM9bc46KVAZFm55QUbHigMEK+7DIobVlfgXHr5QNWZ48lW7D8hddtp01DDgqxJpwhAZJhSEnTNlau5VtSKcl+iony6nFW5gd/uE2U4eUE6U2jbSMsCwrnKQ8FSKYCgR3luWFAr2v11QekuZQgTq7rV1KzMjiZKf/NKlhkNamogqipqRkWwHWDSrkm3cEm1B42sZw8iKb1HNo4kXsDATm0QFFDeJxvsCkxyEVm+8wDyCosx6El3a6LOM1/Cg6MH4KExA2G6ehmf7KjuM+XkTM2oKkLeZEnbm/jdWQkhciXzGo4mnMeALm1ZbAsRg33VLNTJLHrhuu0sFkb7pg3w0TP3O5QlzmzZS3F3pAPLzm2C0LaZv1v/Fx2pQWrWzbl93AzbDxXheKJ0MNyhuR9aNtK7yxKhRnq2Z7P0zOsm1K3u/h6pGqFGcpr0GVo30rN4AIdOl0pkSbwirQttG3tpT06BNl2hfq52Vfd6Q3ELLjvakwpVQlVu7Skly4z6NfVu/TAFTATKf1P4TnXUvbMS42NQIMx0p6pWnqb8OWm71Kn9dSzWwry1ZRKXFTmoTxXkkU6yxXvLxWygGAnsmmClJECp3DPQdqmT+2lZmh/XG1DgRZ5a4cFQKRUscKEzV+zf60W5b6NcO0JQbBqdo0XbFaCEXq3GtjPJLKDhuM+lcceI9q99h5HtGmPOhFj2fd9Jg2NnJxHaaaSpXH8TqvQYS4TlQ46H/iZMiZTMm+tvxHKi+FLO9j5inCexTJzJtsfDoGtolxL3srVBqwbb+SU12ypRKqVfF36DLDBuFUX24M7+9eugIC7RcTygvqB4KjqbDEtxCUrTstg1zmgjw6EJDmTXuGLJzYbNaoEqLArOJacMF2IRWW64W7OJUOwKdbXaKFq9Xf6+ZJmgUstbkbgs/InUiggR6vF1l3p8Pa/ieuwSp4WUawTtTlJiMLLtVFvUqoraTvE0mtYQrLivFRT/1/LGGU3DljCdi6MBndfrOP9/4W4jN0HDhg2ZhUW1atWYJQN9aHWfYlSQdQLFmCD3Dpo4k3sEuYyQWwQFn/RmWkvxLyhGBrmXkOUAKTKeeOIJFl+CIOsKUlzQJJ9iOzh/yFLCNXCnCLlWUCBMuh/FtHBVSlDMDrJ0ICsOcvkgSxFygXG2KDlz5gwaNKhcxH5PnD4t1Z5SrA5S6hAkw6OPPsrcdCh2CAUKJTlu1hSZXEeoDBYuXMgUSRTU859w/lKp5EO7jAT4qdiuIyK0+teycSCOeQmwWRE3ck1MUeL6ITbsvM7+N9kVFwQpGWhr0yMHdkny6PD+ncwqo34jIV+duX4tCz/MfQ9HD+yWHD994hDUag2q16wNo9HALCx2bV3rdg1Rq657HaB3YnK6Ba0bSF/ErRtqUGKwIUVm8kYB4Wiw3bahxm3ySEHuaHWGOHvFjBb11JLo5G0aqtlgKylVfoJC7+SUbBua1FK6WUvQilC602BLJLdICM7ZtJZ0QNWkloINvJx3vqPFDxq0pWbL182iUuDKVYvkk3BZ2HmlWT21RAnToKYaiZc9B1OjcxScjT4i9D8FzvSWzpn8IitSMs2ST/xFI1tpbu60EwJtq9ewtoad8wTtpkC/TR8R+p8CJIo7LbSor8H9o4IQFlQuM00wm9TVsi1TRXRaDdo2rocdR09L6jB9D/TXo3mM++rT9bxCvDd/BbYeEQJMimw5dJLFh2hatyZeuWccFs5+QvLp2aYpqoQGs//H9hEswGwmg0+VkzMsb5rUx84jJ6V5cySOKRqauwzAhbwpwPs/LcG2Q3GS41sPHhfypp6Qnyu278OXi1ajf+e2LC6GnOKCyMm34MIVg+RzIqGYxb2gXUdEggNVaN7AH3GJldse8u+QV2jFpXST5HP6fBmz+GjVsHwCHxSgRJN6Opy2b50qx+nzBlZfa0SVlzH9T3EtXNM1qK3FjTwzC8bpLAv1ac4f2rWHtacY9/aU4LQDiSsJF42IlmtPVdSOnYBa1NfivpGBMu1Jg7Rr0h19LmZY0Kq+tB+m77SKT/Vbrh++kW9167tb1VcxxYa4FXXTOipMG6DD5SwrvlxeWqHiQpTnUqbVEUjTce8YlSDPNfcJCfW1Nwqs7PedoVX6bCd5mtRWYkqsFilZVny9ssyr4oLQadRoV7c6tp+5KGlP285cZFYXLWpKA+MS7etVh59WjU0nz0uO70q8DLVSiVa1o/Fw/45Y9Oh4yWdcx2bsOvqfzotQnrn2N2dThP6mqUx/Q9ZqnqA+papcfxNx8/2Np3JqWU8op1Qv5UTl4kyLekqhnIoExf643hr0bi2tWw1rCjJnelHO3CwlyVdQcjEV1cYOkhyPHjOQKTZKU4R4bde37UPU0D5QOpllRo8dBKvZjOs7D7rf2GKG+cp5aJu0dbMaIAsJs8uWns6oqwuWDuY0mZ1DTIby+zopMNR1mzBLBlOqtM5J6nG9Gth+JtmlHicL9biWu8K/fQzVYw02xUldsElZwepxnWpMUf7Wsh2Yv1twwRbZnyQEfm8ULbXAu615Y0eh92dBP01pfGvUfwtWq5Vt3kBeBDSHo00tUlNTPV5PIQpos4uOHTuyjR8oTqK4qUVl4ZYXNwG5hFCMCVJMzJo1ix2jeA3nzp1Do0aNmIKBrAxoC1NSKpC7Bk3OKVaF684hzpA1AykmAgMDmbsDxaogSwvRPYVcRuh/cmWRk4kUH6QgIKsMcuUgBQtVjrCwMBafgq6hYJykEKFYFhQbgoKBxsXF4eeff2Y+bLQLCO368dRTTzE3FLJ0IJkoECkpFf4JZN1BbjNkCUJb0FJ+UaBSghRB5EJC7iNkjUGuH1u2bGEKlZuhXr16LDDpN998gxkzZjBrjFvJ6XPFiEsoxIuP1MGPizNQWGTG9LHVUFRiwbrt5UtXtavrodEokJxSuYZIW9+RcsSTYoPOuQ7PRk+8F++/8Ti+/PBV9B4wHOcTT2P9yt8x6a5Z0On0KCkpRvqVS6harQaCQ8LQuFlrFpjz13mfoLS0GFWja+DEkX3YumE5xk25HwGBwezTu/8IrFzyM6vDdWIa4Vx8HAvw2WfACNSs7R6Rm6D96B8d54+ZQ/1wMMHE9q+Pba/Fmr0GmMzChJ92GCGFBe0WQmw6ZMD0gX4oLrXh9EVhS8F2jTT4ZUO5K8z2o0a2b/0jo/2x47iRRagf0V2H/adNjoGsHHvjbZjeV4Fx3ZWIu2hDrSoKdG2qwPaTVjZYo1WhyBBBaVFiNwXYc8aKUV1UKDUCSek2NKqhQPM6SizfJx30R4VIV58qw4U0C85dMeHeYf5YubsMRWU2DO+mZ4PDPXFGyQCUVnrFScmxsyYM7mzFY+MCsWqPUD9G9/JjgfLo3N+Ftv48e9mIB0YFYdmOYlYmI3v6o6TMil3HyyQTKVIcpdonPkcSDMxU/anJwVi+Q5isjusXgLSrZsfOB3tOlKFPOz2emBSMtX+VsLrdt70f2yXhsz8K8IiT/uu+kf0x6z/z8OLXv2FUz444eeEyFmzcjccnDGHxLYpKy3Ap/Sqz0ggLDkSbRnXRqVkDfP7HWmZREFMjCnvjzmLx1n14ZsoIZo3hbJEhEhLoD41ahWb2Cfy/oZxmjhmER9/7Gi9/8QtG9OmCU0mXsHDdDjw2eQT0lDclpSyORc2qVRAWHIQ2jWPQsXkjfPH7SpY3ZJ2xLy4eSzbvwVPTRzNrDFJwfLpwBapHhmPiwJ44e0k6sBDv5YmEC6U4fa4Ez9xbDb+uzEZhkQWTh0cwl7mNe/Iku5Ko1QpcSqvcziF/h7OXjIhPLsOjk8OxaGMeikqszJ2juMyKbYeKJIoJkiUlQyiHAydLMKpPEF64twoW291BJg8OwZVMIw46WVgIz6GRbKnqtT2lmHD/qEAs21HC+rQRPf2Y64fX9pRoxJDuVjw5KQgrdgr93ti+/kzJJ1pakOVU77Z6Fqxz7d5SWCw21r6oPX2+mMzIyt9xW46Y8MhoPe4erMchez/ct50G6/cbWT9MFuTiDhf2eJTYfMSIqf317DttS03KYlIq/7pJuIDkndRPx9zxth41svTO5BWRcle+L9x2zIQHR+gwY6AWR86aUaeqCr3bqNn2maI8tBvPDSd5th41YXI/HXPhoR1FmtdToU0DNRZuMTjkmdBHy9z/th03SXbzIfI9yPNAv/Z46Kc1eH7RFozu0ARxKVn49a8TeHJQVza5o2CIF6/loGZ4CMID/eCv02BW/074ZMN+BPvpENs8hqX5Zc8JTO3ekl0D+KFGmNSFaM9ZYceL5jIKEbn+hrbTvWeoP1btKWP1Zmg3PVP6e+tvjp8zYVBnKx516W/Ssy3s3M2y44QZ9w/TYlp/LY6eo3JSoldrNTYdNsNksZdTmKDIF8tp+3EzJvbRguIuJ6RY0KyuCq3rq/H7NkFues/uOmFG/w5q9n5JzrCiWoQC/dtpcJ762dS/r7wg14/AZg2Y0oJ2CyHOv/s1Wv/0AUw5ebi6dgeqjoxF9YlDcXzqU450yR//iOqThqHjuh9x6fNfENCoLhrPeQapPy5FWar7drlE6d4NCJr2FALHPgjDyX1Q16wPfdcBKN2xUtjmVKuHKrIa22XD2QVCFVUDNrMJ1lz57adLd6xC0IxnEDT5cZQd3AJFQDAL4GlOuwhTkvtW9yIPxHbAQz+swvO/bcLojk2Ferz7OJ4c0q28Hl/NQc0IsR5rMWtgZ3yybq9Qj1vUR1xKJn7ZdQxTe7S212OwIJ7fbj2E8EB/dKxfA0kZ1/H9tsPo0rAWeri4Tt3uvBGvIazZ8uXyb0cuxsq/nW+++QaLFi1iGy1QXEja7IJ2jSRreDmreZqLkrJi/vz5KCgoYBtM0FyT5tOVhSsvbgKK7UCBJimQJSkDaIJME2aybBBjRVDh0U4YFOSSAmjSThjkCkFxMDzRrVs3NpknRcJnn33G4kbQrhy0AwdZPpBFAe3YIQcpJn744QdmfUHKCwoESooJUmCQ4iQqKoopDMg9gypUVlYWs8gguUkRQ8oMgqwV6NlIfjEQZ/v27VmQUueYFn+HyZMns0pKz0G/R8FIxd+lYKi0ZStZTtCuLuTeQlo4ssTIyMhgAUwrCwUGJRcZckG5Hbz9xSU8NK0GHphSnfm0xp8vwrtfpTMFhsjj99RE1Spa3PVMAm4XzVt3wJMvvc/iVXz27osIi4jElHsew7AxQuC9y8ln8e6rj+LBJ19D79jhTCn01MsfYMXin7B22QLk5lxHdPVauH/WS+gzcKTjvjMfeQFR0dWxY/MqZq0RUaUqxk19wHFfOZLSLPhpXSmGdtHh/uF+bPC4+i8DUzgQtF3mk+MD8NuWUjaoJugvDUT7tdOiS3MNG1Av2FSK40nlkwUyW/5mRQlG9dThvmF+bBC084QR6w94nxRdvmrDn3ut6N1SiYk9FSgsBbbFWXHwrPDCoGCbd8WqsPqgBacuCcfor1ppQZemSrSJUTDFxqoDFiRckb5kAvXyEfErYt6qEozrq8fYPmTqrmDbH/64ppQNVEWm9PdnsSFem1fgGAB++WcRJvTzw7RB/mziknjZjD93lnoNSlgZvlleiEn9AzC+XwBbyU1OM+O7FcUSv//pgwOZPC99neuQ59NFBZgyMAB3DQ1kVi60QrxkW5FDHloF/WBBPrvv9CGBzOedVso//i1f8Nl3Ul6QIuI/j83A9yu34Nkv5yMqLARPThqGGUN6s/NnL6fjoQ++w5v3T8TInh1ZHf7oibsxb9VWtsPI9fxC1IyMwKv3jMMYu0XFP8VXyokUER8+NRPzlm3E85/+gMiwUDwxdRSmD+vHzp+7nIaH3/mKBdoc0bszy5v/PH0fflixie0wQoqKGlFV8Mr9kzC6bzeWZn9cPFNsZGTn4IG33V3qxHt54/156bhvXBTuGRvJ6k1icik++jEDxSXlk5GHplRFVIQGD752EbeTz3+7genDQjFtaCiTJemyAV/+nsMmgSL3jg5DZJgKT36Y5Sir9366jrtGhOL+sWEgLwCy4li4Ls/NOjkkUIXUrMpNBr9dXoiJsf4Y38/f0Z6+XyltT9MGBbB68/I3eQ5ZPltUgMkD/TFjCLUnG7NgWrq12FFvCott+HBhPsb19cf0wQFCe8ow45PfC1h7CgwuV15cSLewIJqDO2lx3zA9m8iv3WfErjiTox9+bIwfFm0rY8oEgv6qVWXo21aLzk3VbIL6+9YyxF2wu61EqxBij+fxyCh3xeCmw0ZsPizfGV5It2LBZiMGdtTgnsE69l5Yf8CE3SeFe9eMVOKRUXos3mHA0XPC+5P+qlVGtmLfsYmaWeEt2m7AyWThfN1opUOeh0a4x34hBc6Wo+5l1rl+TXwybTC+3XYYTy3ciKjgQDw9pBvu7tmGnU/MyMb9P6zG2+P7YVR7YVxyV882bMK3YO9JrDiSgMjgAMzq3xH39pLfue3vMG+10N+M6S30NxfTzfhpbakk5sUk6m+ClXjjh/L+5qtlRZjQ1w9TB9r7mxQzlv/N/oYUC79tNWJAew3uGqhl5bThoBl/nRbKqUYVJR4aoWMBN48l2RW2SUI59WqlRofGKuQU2rB4pxGnLpaPg7afMDMFcLfmanZdcZkNBxPN2HasYoWgN4LbNkfX7Qtx8r6XkLZgJTtGf5U6LWKenoma94xjlhhx97yAzD83OtIVn7uIQ0NmoumHL6Ddki+Z4uPSF/ORNPtLj79lvnwORcu+Z9t60lam1sI8lG5bjrJDwk4d5P4QPONZFK2ZD+OpA450yoAg2MpKPN83/SIKf/sUfn1GI3D8w7CZjDCei0PptmVeAyJ0blALn8wYim+3HMJTv65n8SkoEOfdvYU6mZh+Dfd/v5IF3BzVQYhTQTuGsHq85wRWHI5HZHAgZg3ozAJ3ijwY2xFhAX5YvP8UFuw+jrBAP4zv0gKPDOjsMTjn7cob4RpBKWgtu30WfZxbBy3M09yVFvVpvkvQPJasMGgh2nXjBLK8P3z4MPMsEGMZ0hyQlB3PPPOMW7xDTyhstzNUOOf/PeSOQnE7buW2pZ4gpdH+/fuZwuWfMnDGCfgK773mHsfiTvLrxltr1fJPiKrqHqj2TpKR5jkI1X8bk/GfDRRvNZ/H7oev8PxfveArfNhPcM3yFWb86Dv9TUBI5be7/W8QEOx9G8D/JoHB7kH67iQqle94Ib9T9Qf4Cs9evBu+hC/Vm16PCgokX6Hrm8Lkyxfwd4pv5wuUuLh/30nCX/se/1ae/OLvu5nfTr540rPlpTdOnTqFCRMmsB03yQJehBb4ySOBFqOdocV2ssan2I7OChBauCbDAIoVWRm45QXnX8+xY8dY7A6ygCENHofD4XA4HA6Hw+H4ChVte3uniI0VAgx7gjZSkIOs+cUQAM6Q1b94zhkKW+B6LbmWhIaGIjOz8q5CXHnB+dezc+dO5vJCridDhgy50+JwOBwOh8PhcDgczv8spfZAm66xLWgXTYrfKHe9XBwMup42iagsXHnBua1QcM7bDfla0YfD4XA4HA6Hw+FwOJXDk2VFRVCMRtH1Q/yfIEWEn5+7myVdI7eBBV1PG05UFt9xUuRwOBwOh8PhcDgcDud/cLcRX/z8XUQXkGvXrkmO03e54Ju0G4nrtaTMoN05ydWksnDlBYfD4XA4HA6Hw+FwOJxKQTtHBgYG4tCh8sDjtP1pQkICOnbs6HY9HaNYGCkpKY5jtPuIuMNlZeFuIxwOh8PhcDgcDofD4XAqBcWvmD59Oj7++GOEh4ejRo0a+Oijj5iFxcCBA2GxWJCTk4OgoCDmMkK7irRr1w5PP/00Zs+ejZKSErzxxhsYPXp0pbdJJbjygsPhcDgcDofD4XA4nNvEP3HR8FWeeOIJmM1mvPbaaygrK2PWFT/99BM0Gg3S0tLYTibvv/8+xo4dC4VCgblz57ItVO+++24WqHPw4MF4+eWXb+o3ufKCw+FwOBwOh8PhcDgcTqVRqVR4/vnn2ceVmjVrum3cEBERgS+//BL/BB7zgsPhcDgcDofD4XA4HI5Pwy0vOBwOh8PhcDgcDofDuU38D3qN3BG45QWHw+FwOBwOh8PhcDgcn4YrLzgcDofD4XA4HA6Hw+H4NNxthMPhcDgcDofD4XA4nNvE/+JuI3cCrrzgcGQwGYzwFTIKg+FLaLVl8BWsFt96EWi1KvgKao1vGdZlRza70yL4JFmhTeFL+AfBZ/AP0sOX8A/QwlcoKzXDl4iM8oevUNSoE3wFxWUFfAmND72jur7ZB77Egbd2wVfou60vfAltlfA7LQKH48C3RrccDofD4XA4HA6Hw+FwOC5wywsOh8PhcDgcDofD4XBuEzabb1kL/1vhlhccDofD4XA4HA6Hw+FwfBquvOBwOBwOh8PhcDgcDofj03C3EQ6Hw+FwOBwOh8PhcG4TVr7byC2BW15wOBwOh8PhcDgcDofD8Wm48oLD4XA4HA6Hw+FwOByOT8PdRjgcDofD4XA4HA6Hw7lN8N1Gbg3c8oLD4XA4HA6Hw+FwOByOT8OVFxwOh8PhcDgcDofD4XB8Gu42wuFUEr1OiYem10avzmHw06twMqEQ3/yagtTMskrfY/YzDVFaZsGH31x0OzdxRDRG9K+KqAgtsq4bsHLjVazafFX2PudO7cOmP7/A1bQLCAyJQLcBU9B76L1QKBSy15tNRuze8AuO/bUGeTlZCA2virbdhqPvyPuhVmsd1x3ZvZJdd+NqKsKqVEO3/lPQfdB0j/clGtVSYUhnDaLDlCgstWH/GRN2xZm95kPbBir076BFRLACOYU27DhuwtFz0jSt6qvQt60GUaFKlBltSEq1YP1BI4pKvd4aMdUU6NdGiagQBYrKgCPnrDiQaPWapkVdBXq2UCEsEMgrBvbFW3DyotS8LyIYGNBOhbpRClDA6MtXbdhy3IK8Is/3bVxbheHddIgOV6KwxIa/Thmx87jJqyztGqkxsJMWESFK5BRYse2oEUcSpXlTK0qJUT11qB2lYnlzONGEjQeNsHh5zCZMFj2qRQiy7DlpxI7jRq+ytG+sxqBOOocsW48Y2W+5yjKml94hy6EEEzYcNHiVhTh2/Djm/7oAV65cQWhoKEYMH4ZxY8d6rWsiFosFTz/7HHQ6HT768APZa0pKSvDIo49h2tQpGDhgQIX31GmAMb390KaRBjqNAhfSzFi2oxRXc70/SJC/AuP7+qFZPTVUSgXOXDRh2c5SFBTLm4f2aatF/456vDavwOM9jx8/ioW//oIrV1IQGhqGYcNHYszY8R7zxmg0YvGihdi1cwfyC/JRr14Mpk6bgXbtOzqusVqtWLVyOTZtWIfr17NRNTqa3Xf4iNEV541WgalDQ9GppT/0WgUSLxmwcG0uMrO9t/OQQCWmjwhD60Z6ljdx50pZurxCIU8fnhiO3h0CPaZ/4ascVu/c5NEA4/oFoH0THZPt/BUTFm8txtUci1d5ggMUmNg/AC1itFAqgdPJJizdVoT8ovKyCgtSYnxsAJrV1UCtBhIvm7BsezGuydQDX2rft7sOU96N6K5H07oaBPgpcC3Hgi2HDTh2Tv5561dXoH9bFSJDFSguBQ6fs2BfvHc5WtZToncrJcICFaxf/euMBXHJ0jTPjtcgJMC9HXyw2IgSg/x9D8WdwbxFy3EpNR3hocEYOzgWU0YOrlRfY7ZY8PAr70Cv02Lu2y9Lzu05dAzzl63BlYwshIeGYHDvbpgxZjg0moqH1loNMLqnHm0a2ssq3Yzlu8pk65lrWY3trUezumoolQrEXzJhxe4ySVkpFcCQrjp0aa5FgF6BK1ctWLmnDClZ7u2jAZVTOxWi7OV08GzF5dTKXk7hQQrkUjmdtuCESzk9P0G+nN77w3M5EeqYpvDvMxqqyOqwFhfAcHQXyg5ulb1W26orAkfe4/FeRWt+gfHUQfa/MqIq/GPHQVOnEWxWK8wpSSjZtgzWvOuoCH2NqugVtw5Hxz2KnD2HvV5bfdIwNHj5EfjH1ELp5XRc+Gge0heuklwT0r4Fmn74AvtrLihG2oIVSHp7Lmwm733HgfgLmLtqOy5mZCM8OACT+nbCjAHdPNbjK9duYNRrX7odr189CstmP4qj5y7hgU/me/y9h0f0wUMj+srLknIV3+yLR/KNQkT46zChdQxmtG8oK8ua+BS8teWYx9+ZPbA9RjSvIzlWbDRh8sLteKBLU4x0OfdvxsZ3G7kl/E8pL15++WWsX78eq1evRr169STnsrOzMWzYMPTq1Qsff/zxf122xo0b4/3338fYsWNvKt327dvx+++/Iz4+ng1Q6bkmT56MCRMmVOrFeyfIyMjAiRMnWH4TL730ElauXCm5Rq1WIywsDF27dmXlFh4eXql7Hzp0CHfddRfLl5o1a+K/yWtPNkCzhoH4/rcrKCm14O7xNfDpm01x77OnUFTsfdBMRTXrrtro3SUcm3Zlu51/aHotjBsajV+WpOHshWJ0bheKJ++rC7PZfRCRcv4kfvn4EbTuMgSDxj+Oy+eOY8Mfn8BqsaDfyAdkf3/1gvdwbN9a9B/9MGrFtEDapXhsXfENcq9nYOKD77BrDu1chmU/voE+w+9Do5bdcCX5FNb+/h8YDCWIHfWQ7H1rV1XivqE6xF2wYNMhA+pVU2JYVy2UCgV2nJB/EbeMUWHqAB3+OmXGuSsWtKinwpRYHcwWG7sP0aaBCjMG6rE/3oSNh0xswDa4kwaPjPLDZ3+Wwuwhu2tUUWBqHxXOpNiwM86C2lEKDGinZBMVTwOyprUUGNtdhUNnrbiQYUOTWgqM7qaG2WJGfIrwogn2B2YOUuNGgQ3L91mgUQF926gwI1aNb9eZZeWpE63EgyP9cCLJjPUHDIiprsLIHjo2OaAJixytG6gxY7Aee+JMSLxsQMv6akwf6AezpZTdhyCFz6yx/ricacH8jaWoGqbEsG46+OsVWLpDflRYN1qFh0b543iSCesPlCGmuppNjlRKYKsXWe4a7IfdJ4xISDGjVX0NZgwiWWw47iTLY+MCmCw/byhlk7jhdlmW7PCs1Es8exZvzn4LvXr2xN0zpuNMfAJ++vkXppSYNHEiKmLJ0j+RlJSEli1byp4vLCzEW2/PwdWr8so/OWYOD0C9aio2EaAJ47Buejw1ORBzfi5EiUF+wEGThMfGB7AJ/R9bSqFSAaN7+eGJCYF4b0EhrC5VrkMTDZsk5jlNll05ezYBc2a/jh49e2P6jHuQEH8G83/+geXNhImTZdN89cWnOHzoAO665z7UqFET27dtwVtvvob3PvgYzVsIefTTj99jzaoVGDJ0OLp0646szEz8tnA+rmZl4b4HHvaaN49PjUCD2josWp+HUoMV4/qH4PWHovD8J5koLvWQN0rgxfui4KdT4KcVOVCpFJgyJBQv3x+FV77IYhPxFdsKsO2gVPsX6K/Ek9OrIDHZIKu4IB4YHYSYGhos21GMMoMNI3r64/npwXhjXh5KyjyX1ZOTQ+CnVWDhxiImz7i+/nh6Sgjm/JTH5KEJ5TNTg9n1v20qYu16eA8/vHBXKN78Ptdn2/ftrsNqFV0TCH+dAuv2lbL6266xBvePDIBqfTEOJ0j7+ppVFJjWT40zl63YfsKCOlWVGNBexX7rrzPyZdqstgLjeqpwMNGKC+kWNKmtxNgeQj9M9yH8dWAT4s1HzUi5Kn2eMg962DNJF/DC+58htlsnPDBlDE4lnsc3C5ey9jRj7HBUxG8r1yPxwiW0bd5YcvzwyTN45aO57L4PT5/AFCPf/b4MeQWFeOb+GRXe996h/qhbTYVVe4SyGtJVjycnBOCdXwtR6qGYKf9mjQmAXgcs3kZlpcDIHnrWB3/wW5GjvxnbR4+uLbRY81cZbhRY0a+9Do+PF65xVpPVjFRgeqxTOUUpMaiDir0X9pz2UE51FBjfS4UDCVacT7egaW0lxvVUw2w14/QlaTltPGJGyrXKlROhqlEPQZMegzHhKEp3rYG6dgP4xY5lnUnZ/s1u15sunEb+L+7K64BhM6DQ+cF04YyQb8FhCL77BVhuXEXRyh8BjRb+fUYhaOqTyJ/3Nq3ueJRJXzMandb/BE2o0C94I3rMQLRZ8DEufbUA2Zv/QvSo/mjz84ewGozIXLqBXeNXryY6b/oFuQfjcHzKUwhsUh+N5zwNTXgozjz6psd7n7qYiifmLsKgDs0xa1Q/xF24gs+Xb4XZYsXMIT1l05xLzWJ/v3/mbuipcxOfyf5/k9rV8OtL97ul+3rVDiRcTsfgTvLv19OZOXhq1X4MbFQTj3Rrhrj0G/jyrzOwWG24t5O0nRA960Vj/uQ+bsfnbD2OIqMJPepFS44XlBnxzJoDyCgo8ZgfnP/f/M8pL/bu3Ys33ngDCxYskEzu3377bfj5+bFz/xY+/PBDLFq0CI888gheeOEF6PV67Nu3D++99x5TZrz11lvwRV588UXUqFHDobwg2rZti6+++srxvaysjCk4qFzy8vLwww8/wJchpUX3DmF48b2zOByXz46dSizEH1+3waiBVfH7ygyPaWNq++GJmXXRuH4Aygzus9yqkVpMGF4NX/50GWu2XmPHTsQXMAuMjm1Ckedy/Zblc1G9blNMmfUh+96kdU9YLGbsWD0PPQfPgEarl1xfXJiHQzv/xNDJzzDFBNGwRVf2d8PiT9nxwOBwlr5Vp4EYNuVZxzXZmSnYt+V3j8qLwR01SL9uxR/bhdHWuVQLG/jEttdgzymT7KR+aGctTiVbsGaf0ZGGBuaDO2kRd0Ewq4htr2UT5uW7y0c62blWPDneD83qqHDqorz2ok8rJTJzbVi1XzifnGlj8vRsrmTKCTl5+rVVMSXF5mNWRxoayPdtTceFoV6fVioYjMCCbRbHPXKLLJjSR4Xq4QpcyXafGAzpokNathW/bREm8WdThLwZ0EHLFAImGVlokhJ33oyVe4T8PHtFyJthXXWOyU1sBy0MRht+XFvKJlwJly0wmoHxfXTMMiK30F2WoV0FWRZuFmRJJFlUwICOOuzyIMsIuywrRFlSLGwVj2QRlRf9O+qYLPPWlNhlAYxmGyb00WPLEYOsLMTC335H/ZgYvPD8c+x7hw4dWB1esmQpRo8axSwqPHHx4kUsWbqUKT/lOHDwIL797nuUllZgouNEveoqtGqgwdxlRYi/JDwbrVrPeTAYvdpqsemg/GyCJnC1q6rx1s8FyLoh1J/Uaxa8fm8Q2jfW4IjdSoWUbyN66NGztQ5Fpd5XNRf9tgAxMQ3w7PMvse/tO3RkefPnkj8wctQYt7y5ejULu3Zux8OPPMYsKYhWrdsgMTEeG9avYcqL/Px8rFuzCgMHDcGsx550pK1SJRLvznkTAwcPRa1atWXlaVhbi/bN/PHBT9dw8py9Ll8y4MuXqmNA1yCs2iFvQdKllT/q1dDiuY8zkH5NyNOUDCP+80w1dGntj30nSnAtx4xrOdJ0T82oguISK+b+cZ1NQFyJqaFGm0Y6fL44H2eShfxNSjXhg0fD0be9Huv3yZd7h6Za1IlW4/Xvc5F5XajwqVfNeOvBUHRoqsOheAM6NNGhWhU13vg+Fxn2a9KumfHhY+Fo31SHY+dtPtm+b3cdbhGjQa0oFT5YWOhYvT+bYkZ4kBKDOundlBf92qiQlWPDir3CtRcyLGzi3bOlilnByfXD/dupEX/Zik1HytP4aYHYtiqH8iI6XBjTJVyxIrcQleKnxavQqF4dvPGk8A7r0rYVs6ZYsGIdJg4bCJ2u3PLQlfOXr2DB8nWICA1xO7dhx15UrRLO7qtSKdGpdQvk5BVgydrNeOKeKWyBxhOkYGpZX4NvVhQj4bJQVsnpxXjrviD0aq3D5sPyZdW2kQa1qqrwzvxCZOUIeZJ2zYJX7g5Eu0YaHD1rQmigAj1bafHnzjLsPWV0lNUb9wax/n6j0wJ4bBsVMnNsWPaXkOekjCClY6+WKuxPkC+nAfZy2uhUTqSsoHISlRfV7OWUeMWKnEqWE+HfawQsWakoXv0L+266GA8oVfDrPgRlh3e4KRlsJUWwlEiVn7qOfaGqUg0F8z9k5wm/XsNhM5Si8PfPHPcoyruBoImzoK5WB+bUC+7CKBSoOWM0mn74IlDJdcLGc55B5rJNSHzuffb9+ta90ISFoPHsJx3Ki/rPPwBzYTGOjp3FLC2yN+2BpbQMLb54HRc++A5lqZmy9/5uzU40qRWNd+4bx753b9GQ1eOfN/6FqbFdJMoJkaTULFQNC0anJjGy9wz006NVTC3JsV1xZ3H47EX856GJqFO1irwsBxLQOCoUc4YIln3d6kbDbLXhlyPnMKVdA+hJ2+lEmL+OfZz548QFXMopwM+T+kjO7U7OwEe7TqGEOj0O5/9DzIvg4GA2GT58+DCWLl3qOL5582Zs3bqVTfrpmn8Du3fvxs8//4xPPvkEDz/8MJo0aYK6deti2rRpmD17NhYvXswm//8WNBoNIiMjHZ9atWph5MiRuOeee7Bnzx62UurLdGwTwtw9jp4UFBdEfqEZJxMK0KVtqNe0Lz9Wn5l3PvpqPPLy3Tvknp3CYTRasXGn1CLj7c8v4M1Pzru5fyQnHkaLDv0lx0npYCgrxqVzx93ubygtQpfYSWjWrp/keGQ1wTop51oq+zvz+W8xbOrzkmvUag3MRvmlEhqo16+hwhkXRQIpFmjyH1PNvXsJC1IgKkyJ0xel+XAy2YzIUCWqhCjYOIFcRA7GS6+5licMjMjc2pM8dasqcDZVOrhPuGJjpuW1I91HICEBQJVgSiOdUNKgi1ZAw4OE701rK5hZrPNgjgZ9n64wyyouSDHQsIYKp5NdnvOCGXqdAjE1pC93gkxwaZX1lGua80LekPk10aSOmg14nU3I4y6YWR1rUtt9wEzjiAY1VDh1QTrwiztvYqvisrIEK1A1XIWTLmlOnDchKoxMwYUyaFpHzSZKElnOC7LQOTmMJhNOnzqFbt0EBZpIjx49UFJaivj4BHjCZDLho08+xaiRI2Qtr4qKijDnnXfRqmVLvDtnDioLuQjQ6qc4kWD3KrXhfKqZTdw8pqunQdYNi2PSR9D/9HFON7gzmXlr8P2qYrc6IX0+I8sbsoxwpluPXigtLWFWGK6Q1dqnn89Fn37lfYJSqYRKqYLRKJRfRnoacxvp1LmLJG2r1q3Z8ePHjnqUqVVjP5QZrDiVVG5JU1hsReJFA9o08fOcrpEe6ddMDsUFQf9nXDN5TNemiR6dW/pjwdpcjxYU5PJBZRV/sbxuFpXYkHTFhJb1PU9Em8dokXnd7FBcEPQ/fVo2EMrqRJIR78/PcyguCLHNO3sC+FL7/m/UYbrvnjiDm9tBVo4FVex9gaQfjlawPtSZ+BQrey/UiXLvh0OpHw6hNC59d4q0H6ZJMclSWcUF9TUn4s+iV6d2kuN9u3ZASWkZTp5N8pjWZDLjnS9/wISh/VG7hnRlmDCYTNDrdExxIRISFAiT2czu7Y2mddVMQZVoV447yirNzFx3vKWjPBcVFwT9f/WGFc3t6RrXVjOLDOe+m+owuQKJ1xAkdj25crrspZwCgcgQBXunOkPKJXqPRtjLKdpeTjejuIBKDXWdRjCek45rjYnHmBJTXatBhbdQBAQxiwrDsd2wZFx2HNc0aQfDyf0S5YclMwV5X7wor7ig+USrxmjx9VtI+20V4u55ocLf9qtTA4GN6yFrtdTFJXPFZgQ0rAv/BoLrQ+SAHri2cbfERSRr+SYoVCpEDuwhe2+jyYyjSZfRt21TyfH+7ZujuMzArDA8WV40ruVedz1RZjThw8Ub0LNlIwxo31xeFrMFx9Kuo2/96pLjsQ2ro9hoRlx6xW44N4rL8O3+BIxvFYOW1cqtrgvLjHhu7UG0q1EFc8dI34H/S24jvvj5t/E/pbwg+vbtyybFH330Ea5fvy4MZufMwdSpU9G9e3ckJyfjgQceYJYANFh+9tlnmUuJCK1Qvfbaa+jZsyeaN2/O3Brou7iKR24LzZo1w7x589C5c2fmBsJ8iVetYpYGZMZMad99913m5iGHeA9SUAwfPhwtWrTA4MGDsW3bNsc1f/zxB1NY9O8vnaQSlGb+/PnMFYWYMWMGc81wxvmYnMypqaks/ffff8/yJTY2luUVKRFef/11dOnSBe3bt2cuGqdPn3bcl6wnSOFA9yIXHHre6dOns3wVf5eUR+Qm0q+fdLIsB60ikoWMikaDdl92erZBgwaxe9Nfygtv2w6R1QbJ37p1a4waNQpr1qzBraZODT9kXDWwWAfOpGcZUKu61NLBlfe+SsYTbyTg4hX5FcEGdf2RnlWGVk2D8P0HLbB1UUf8MbcNhsdGul1741oqLGYTIqvVlRyPiBZWTbMzL7mlCY+qibH3voGo6lJXqvhj26FSqVHFfq+qNeojPLIGy9OSIrLWWIZje1ej6wB5U/WIEAXUKgWy86WDn+v27+IE1xkavDM586QZeSPf5khD/63db0T8ZelAuYV94OU8cHOG4lWQPOTa4QzF1GDyBrsPxmggxn6/0HMaGljTYC6/2IahHZV4YYIar05RY1JvFYL8ZUVBlWAl1GqFm/9ytl0BQ3E8XKkabs8b1zT2/CSlD7mrRAQr3e5LpvulBhu7xhW6XuNFFrFMnIkOF9qja5rreRXLUuRFFoLcFWiAT9ZZzlSvVo39TUtPgyd+X/QHLGYz63M89Sfff/ctnnv2GQSHVF5RHR2hZPXWdRczyiO5/HGkC3d/fpYu1+ooT2LPSQPe+LGAKYy8QXljNptk8kYYKKanC4pGZzQaLRo2aoyAgAD2LsrOvoYfvv8GWVmZGDJUsH4LDhZWjq9dEyy7RDIzhVU+utYTNaLUzELCNW+ybphRPdLzRKtGlAZZ192f11u6acPCkJBchsOnPVvNVKuiwvVci5s8FIOhaoTKazq5mBjXci2ItqejepucbnZM7mpGqXDfiECmrDmaaPDJ9v3fqMO0cv/HVmmZ0Ao9KTcyb0jzNCxI6Ieve+qH7X2uM6LixrXvvmGf/JJig8kapkCpEZjUR41Xpmjw6lQNJvRSIdCDDi3jajbra2pVl07gakRXZX+vpAtm9XL88udqtrJ93+QxsufHDY5FWtZVLFq9EYXFxcw9Zem6LejarhWCgzzHcSEoXz2WlVO/IVdWrvXHtYypLlNdoRgsrteEBiqhtTe9cLGc7O9eEfFdKOa53PvSNY2opBDTkJKJymlKHzVem6rB69M07H3pqZwIZWgVKNQaWG5I+yhrrjA+V0UIZeYNv14j2PildNdqp/tGQKn3hzX/BvwHT0Hos58i7KW5CJzwCBRBnheeSq9kYleTAUh8/gNYSiqOa0buH0Tx+XKlCVGSnCKcb1QPSr0O/nVrovi8dJxmvJ4LU34hu0aONDpvJverCMnxWpHCxP9y1nWPyoviMiPu/uBHdJ41B/2f+whfrNjK7iXHou0HkZ1XiOcmDfb4nOn5xTBZrKhDAy5nWUizRdZ1FASlAr4/kMjG/bO6NZMc12vU+POuAXh7cAeEktkVh/P/wW1EhJQNBw4cYAoMsrSgQd3zzz/P/J9JiTFixAg2sSeFBE3GJ02ahHXr1sHf358dp+vmzp2LiIgIHD9+HK+88goaNGjAJu3iBJsUD0uWLGH3IN9r+k2KpdGqVSs2kSelCJk1z5o1S1ZGugfJ9+qrr6JatWr49NNPmbsFWSGQvGfOnMEAD0HmyByRlCo3g6vMoksNKRl+/fVXdox+d8qUKcw9hZQagYGBLH4IHSNLFlKAEEePHmWTBFJg0EooubSQCwu56lB+kqVIdHS0VxcdesGQ5Qj99sCBA1neEx988AH7TVKgkPKC8oMUQQaDwZH/znz22Wes7Oi3YmJicOTIEWaZQkoYslK5VQT4q1icC1fomL+/5wEzcSnVu/l6SJAGVcK1ePWJBvj1zzRcSS9Dv+4RePYhd1O/MrsZpM4vQHJcpxe+l5VW/OIgTh/ZhmN/rUa3AVPhHyA1iU25cBJfz57K/q8Z0wK9h8oHxKIJPftNo3QgQ+4VzuelaSCbRvwunneFlAgjummRnm1h5tlykHUF+32X+ZL4nYLZuaXRSGWWS0Nm3QQFn0u/YcOyveQ+IZjc3t1fje/Xm91MxMkn2Wve6GTyxn7MPY2YNwqna9yfha6Tyz+yrrgd5eRJXvGY3H2J4hLBj1Vs8yLidwq0Kce5pCQsX7ECH//nQ2g1Go8WXrX+RiwcyiOKnSCbpzJl5ZxOtAhypsxEz18+CbnqQeHmSnFJMfvr7y9t334V5I3I8j+XYMGvP7P/Bw0eitZthBXnGjVrolnzFswlpUqVKmjVui1TWMz98jOWZ4Yyz4Nzf70SJWUyz2iwwk/neaLlp1ci67q7lQnls1y69s38ULOqBu+udvEjcb2vjiZG8nVOrOue0l3LkSljgw36CHd5Hp8YjBb1tbBabZi/XgjqGRDoe+37v1WHXaGgkWSdRdZEzug18v2w3QgIetl+WEwjld9o/y6ct7EVfYo/dCzJioMJNjZZJre/mYOU+HadCSaX6lZkby8BftJZs7+fsOBQ7MG1LPHCRfyxZiO+nvOKx76mfcummDZqKL5esIR9CHJPmf2U9/gxjrKSqcNCGXsuK723srK3KZrzeeqTxXcaWeR7el96KydRNtdyMriUUzV7OR29YcX+BBtTTpFbyf2Dlfj6/9g7C+iojjYMv9mNO4EAIUGDE9zd3V2KFSpUgbq7QF2gSotTWpzSFnd3DUECxCAJJECIZzf5zzs3N9m7koQWkv3bec7Zk+y1nTszd+5833zyu2U7EQdXpY1yMrVtkpOhjE3WXMg057t7waVBa6Qf2CxcREy3E/cuQ2C4egXJq36Ezt0bbl0GwXvcM7j943tAluUDl3XztvgUFUcfZXAwJGnnYHQREfu9PeHk42X1GPU4HmON5FxLHg914MnFPXdAoPWFOTfvpCD+VhKM2dmYOrQ7Avx8hTvIvA27EZd4Gx88NEx7vwYDftmyHz2bh6BSWa2SRFOWXHcODzM3FfdcrRgDbRZEYmo61oVGYGzTGvAyG9Cc9DpUUc2sJJL/mvLCx8dHCLBPPvmkmJgtWrRIxLugQE6hmooGlS+++EJYGaxfv15YJNAKoXnz5nlWDTRN5vlUUJgyadIk4cZBaDFBZQBXyypUqCA+P/30kxD+C2LatGl5SggqOejewt+hVQjjQNxrFxfTMkdHK6ubVOZQMUOo8Dl+/Dj2798vov+TZ555RihwqJigYoEYDAZ89NFHop4JA4hSEUN4HuucChDTIJxUePC+VKiM4P4+ffqIeiC0/KCVBRVIVDARlpdlpaJkwoQJmvvhRJ5WGlT8dOqkBAOqVKkSYmJiRP3/E+UFV5VMKSg4ak7R5BKbcFXc19sJb3xyHrsO3syPeVHGGeOHB2GfSWKSnEJ+zMGhcGOqU4c2Ycns51GlZhP0Ha3EHDClVJkKmPLafCTGR2PDsq8w660HMO395XA2mzzQh7kgzFeVlPLd/TmMgv5If1chRMzfkCEsM6xRmFuqtfOKUh7VKpiZS37dka+lSLxjxEO9HFG/qgOOXsz5x/dZWH3S6qfQ61rZ9nfKUpRz/s51xXbzKJYWv215YVqxffrpZxg8aGDe2PxPMK/rgu7F1n38k/NsnlOI+WZhzzfdQurUrYfQ0NNYumSRGGfV2BkvvfIGZn/9BT54T4mV5OHpiQcnPYwlixdo4mhYjn22f6+g4uru8rwebTxxJSYTpy/mT8QdrPz+32+rAsZwKyeu252K9fvT0CrEBZP6e4n7ORZuH8+3Qwn34cEdXdG1mSs2Hky3sCa6X+MNWbvPKNxpriYoGxgMklZ8D/VxQqNgncgsdTfPEwNLm5ORmYn3vp4j4mHUrWE9VgD5+If5+GPrLkwY1h/N6tfFtfgb+Pm31XjmvU/x1VsvCJcSm324CPdqvby296m3Wlggd9M+VJTjTCnqOYw5xWGeyn61neJv5eCRPk5oHKzDQbN2Kkq5C5touTRupwT2PLhFe91cq15mLkle9l1eKY034+Hz4EtwCWmJjGO78E9xMB84LYqfbTm4WhxjvfGzC3mZWKs7NxdnfDttPCqV9UOFMkp8qGa1qsDZUY/Za7biob4dUS0g37p385FQ3EhKxvgeBbtrFFqWQnrJ6tNXYMzJwejGhbsB/RsprP4k/2HlBaG7Bd0xqFCgOwEJDQ3FhQsXNEI04QRPdXugML9161ZhkXDlyhVcvHhRCM9c1TdFVQIQuonwmsOGDRPKDtUNg79fEKbXVBUdtGQgFOypwLiXmJZZpXLl/BREDALKSRxdb8wFB9aRClfuVMUF8fLyyiu3LVgXapYX1jVdeegWM3Xq1LwVVwbi43XormJKixYthIVGQkKCZjvbRkzOn31W+HirULnCMjMoKJUof4ctS1tqvm/flwA/H1erFhnJqQVnGimM1HS+6HOw/5i2vRkYtEUjX7hEGpGRu1Lh6q70k4y0VIu4Fsr+grXWO/+aj3WLP0Zw3eaYMH0WnJwtAyP6lCorPsF1mqN02Yr49r3xOHlwI5q1H6g5jqappqtmKmr8M+uro6YrODlWrDi0xwdX0GFiL1exsvPtGkZOtz3w56/+FM26QjlHe4z5PXC/uvp38ap28hRzI0esZinBycwsFHIfF/NVNHWhQa07q/Vpq24ylN8zvY722g5FuK6Vslhrp4zC2ym/LNYsN6yvjhN3D8WqwDygpmpVQAswc+YvWCBe+mNGjxZWZILcSQC/8/kvavYl31J+mP2c1lz4yLlMeLvrilynKtynrjSb4lbIebbIrxvt852aa5FhrW5MqVxFMTsOqd9A1AstLcZNmISyZcsKS8DX3nhbKIkTExOExZ9Op8c3s76Ep5cybpQu5YPFM7SWWPtPpsLH09K6jNYTaVYsMvLKnJ5tdcXfzdXB4jwPNx3qBrti6V/aMZBZRAZ00Fro0H3D20Nn3SLDRpwMwiwpLjYsIqy1FYNdkrArWSLOTt+27jgWnmoXz3fPls4iYGhx92HGzxnf2x3N6zgLxcWqHZYWO+m2xlQn7X5r1ifOuSv3+edoV/qjrMQXYswhjjV0KTHHQ7VYMrMsSk1Vxh5PM+sv8uMvK4X71cThA4XbCFHlDX7X63S4kXgLazftwPgh/fDIaCWAIqGyY+y0V7Fuyy4M66O4/DJlaZ/W2rkDsz55eRS9LxalrVSrG9aFtTGZx5i+Y9V3n7OtdrLyvqSFh3KM9XZS+6/VdorPbafcYJ7m5KQrbeJgFnDcwcVVs98WzrWbIOtSaF6Qzrzr5s5ds8LPaMpsjLmM7PRU6MtrA1b+XQy3Fd8ZRy/tGK1aUxhuJ+dZXJgfox6nXsMcr1xLoVSzSYxqceHpZjmPYwDPVnUVVxZT2jeoKZQXDOapUV4cDRUpVAuLkeGZ22FSzOb8jHch9lszcTVh84UYtKpcziKAp0RyN/xrlReE1hb8qPCFRCuLN9+0TEdEAZz7H330UaHgYFwJWgUw7gVdGMwxXani/7RMoHKE2U74oevEoEGDRHpUWzg7O9tcAaIyhBYP1uCklOWksoSxMqxBAb6gMquYCve8fypRVq5cWWBZrZW7MPg7qqKEf2khwXSvtOz47rvvhOBhbfVLLRcxj96tHk/rGXPl0t8tp8qjL2kD47VrXgrNG/qKFRTTYlYo54rImKJnNbBGzLV0EYzNyVGHLBP/A/qjEtPAbaXLVhICR0Kc4kepciNOCdhUroL1lSLWFdOlMnNIo9Z9MXLK+3B0zK8fBvsMPbINFYPro0z5fIVWYFUlQFTSTa0fKqEigamxyogAmvnlVr5bxksw3Ua/Z9O4TqqvbJzJOY2r6zGqq4tYsflxnTaPvTXod0slEAPjmU5SlO/AdSuKD9V3l8fE3jQ5xzP3nNs5Iic9689RZ30lzFpWAfozK3Wjnaipwe2suRGodePvo0PM9Wyr59Ai89ad7Lw6VvF0U0zOrV1XLYt5DBL1u7UYInE3jXm/zYwKlucYRVlusiy+lmWhIGnLVYKxLahsuHr1mkWKZcJgvubs2r1HxGsYNCRfUFDp238Anpk+DT1suNmZcyfpNr5bp51gNarhJAIemquh/EvpNIEMzWF/ZRYGc1hPV8yCGxaFgIAKom6u5daFivrdWkaQ+Lg4HD9+FJ06d9WMecHBNcTfxMQbQnmxc8c2VKxUGVWrVstTll84f06Mr+qxt5KS8dki7XjWrJ6bCL5pPvaVK+MoAnLa4tp1A6pUsJzIlivthPAorZlzw1quYrw7cFKrtNlxLB0nLmon7I1rOqNeNcu2YiBZ8/gLpsQlGFGxvOWUh+ddvqq8L6sEOIr+fPis9jcjYw2oHuRkN8/33tNZOH4+s1j7MBUqTwz1FClhf9uSim1Hrcf0upn7XrAYh3NjDpnHOyJqfAwGfIw18RrKG7tv5Qihum5lnVAa852gwiNoHZdixfMpsLy/UDZEX9OmTI6OVd5nlYOUODumbNt3CLHXE9DtAcsMWx1HTMYrT0xG5cAA8U6oX1t5blSqVgwUQTuZNlVlz8lMnDYLUN0g2FEENLZoK19dgS5moq38LduKfUgNpsq4Lhx/2WcYf8j0mITb+UGnGYOE7VTaVjuZxbXQvi8ZsDp/e2mTc9hO9SrrEH0X7USMN68jJ9sIfamyMB1VdH5llf0JtuOTMHaFY0AlJK/ZYv26tNrQO1q3lihk4a2oJJ9X4li4B1dG0vGzeds9gpX5VHJYOIwpqUiLjhXHmOLs7wcnb09xjDWC/EuJfhwVr13Ai8pN1WSqhFCJiEvAobBLwg3Eyz1fDkrPVTKUMlGgMAbG3jMXMbGX9YChmrL4ekDv4IDoW1p3sahbimKmagFuH/HJaTgXfxtjev43rS4k945/XcDOgqhRo4ZY9eeKEwVofmhBwCwkdNc4e/asiLHw5Zdf4rnnnhOBPylkR0ZG2hSsCWNJMEYGY0I88sgjQpHx9NNP488/ldRIf4cRI0aIMpkG8VRhQMpdu3aJrB2EbhpcTVPhZJQBOe+WmjVriuvQ+kGtH34YEHPLFsuXwj+Briqs4+3bt4vMKSQ4OFjcy5EjJrm8cl1OeK+m1h6ECgsqNCj0mJaX7UG3EVNrjLvl/KUUzefwydvCyqJ5w/wy+Hg5omFdL7Hvn6BaXHRpk+9mQ9o080X4lRQYTOYytJSoWruZiFlh2idPHdwkrC6ofLDGX79+LhQXHXpPwJgnPtIoLohO54hlc97A9j9+1tbDqb3ib0ClmhbX5CTo0tVs1K+mnUw1qKYEDIuMz7aq8OAEqmGwo8VkjgHF1DSAtSvpMbqbC67EZmPWyrRCFReqkofmqbUragWKupUU/2JOes1hbCn+JnPVm8LvLOvtFL7Yc69biRkc8o9hpHauFHJFyVrdhMcYRepCUxpWd0RqRg4i4oxWJ4YUihrWcLQ4h4KPGvCO6RUZNT7XGjbvGE5EL0QbbZaFx2iuW8NJKUus7bI0rmEp5DPAYWKusBEWaRCBVE0zozWqoZTlfJT1rBoUsOuHhGDP3r2aPrx7zx5hWVCrpmVfe/vNN/HVF19oPtWrB4sP/2/VUmspVRBU/kbGaT+hV5TMK6aR/jn5rx7kiLNXbE9uuY+BEvlR4f8MDlnQebZg3YSENMDevbs1dbN3zy5RNwzMaU58fBy+/vIz7Nu7W7P92LEjIltQUKCiDPp16RIs/00b/HjN6pXiuvUbNMyrm0vRmZoPs4ww7gUVGCpeHjrUqeqiyUBiDvdVKOskAn6q8H/GtTA/r0YlFyTcMuDGLW1fvJ2cjYhrBs3nzKVMYfVRLzi/b3q6O6BGJSexzxZnLmeJduFHhf8zeCj3kZBgJzw00AulvPLbk0qb2lWcRcpUe3m+OR4WZx+mkvbxIZ6oEqDHnN9tKy5E3XAcjstBXbMxld/TbIzDVDzz/qmc0JxTWQkoSTmJRhB9W+rRvr72mFoVHeDs6IDLsZbvGxdnZzSsWws7DhzRPE/b9x+Gp7ubVbeQj16ehjkz39R8alWrLD78v13zxggsX1YIkyfOat2JI2Ku4fadZFQoly9M3rbSVswywrZi9hBNWwU6ajKQmBN2xYBybCuToJ78P6C0XgRVFcfk/uVYrcLxmcFV1X1qHxbtZFbnVDywnaKv226nkCrm5+S2U7LyHu7XSo+OZu1Uu1JuO12zoZwxGmCIvADn2o0tLCpoIWGIsQxGnnd/ucHIDdFWModkZeRf10SB4ViltrDyyIrSZnT7u6SGRyL1UhQChvTUbC8/uIdQbKRFKAqtG5v3oGyfTtCZmLyUH9IT2QYDbmzbb/XaLk5OaFKjMrYcO6vpx1uOhop0p/WqaAM8i9+5fQfvL16HTUdocZLPxsOn4enqgrqV8xV3F2PiRKaRRsHW02VryuKoR+OgMth68aqmLFsvXBVWF/XKW09hTk7narwaVrAdU+PfTklnFcn5l2Qb+VdbXphDlxAGrKTQrAbSnDlzJs6dOycEdwrtFIb/+uuvPLcNWgUwG4mtzCGEAvfs2bPFahbdRZixhEK5uXvK3UDXE8aSoGXCE088Ia5LqETgbzGrh+pe0ahRI8ydO1coXii8Mw5EUlLSXf8m3V/q1KmD6dOn5wUSXbJkibDEoDKgqHAyzLgTsbGxIsZIQe1BBQ/dSZiZpFy5ciJ46ldffSViZzBgJ61YWAbWg7lZOK1lWEdUNrHumzRpIjKrMP4GLVPuJSfP3sGx00kiqOb3iyKRdMeAicMDkZxixJqNcZqsJE5ODrh4peDAeqacCL2DPYdv4vEJleHqqsflyFT06OiPkFpeeO3j82jVVaul7jboUfzw4WQs+mo6mnccgisXjmPHHz+j98hnRFwKBvWMiwlH6XIV4enth5grZ7F93U+oWK0+GrTshciLJzXXY5YRuqN0HvAwNq2YBU/v0qhetwWuRp7DppXfoEZIa9Ru2MFq2TcfycSjA1wxvocLDoYZUKW8Dp0aO+HPfUpQLq7CMHo6FRbqisumw1nCoiIlPQdnLhsRUlWPRtUdsXBjet5Ea0RnZ+HmseVIpkX0dQbO44TQGjtPZWN8Nz2GtdfjeDhXqRzQpq4Om48pK06cLzBiOhUWtKggO04ZMaiNo1C4nItWlB+cnC3flT/R23IsGxO66zGmsx77zmaLgJ0M4EmrBJ5jjY0HM/H4EDdM7OOKA2eyUDVAjy5NnfH7nkylbpyViScnfcwmQDYcyMADPdxEmkimk61fzRFNajph3p/5q+Gskya13DFloBu2H8sUq3X92rhg3+msPOWPObzuE0PdMamPG/aHKmXp2tQZa3dniLJwVZUZRihcqat16w9kYGwPN1G2U5eYhtJJlGXun/l9e8vhTDSt5YTHBrlj69FMkWWhf1sX7D1luyxk9KhRePnVV/H+hx+iZ/ceCD17FstXrMSkiROFlRaDelJpzDHI18cHVataury5uSkm3zVralc//w4Xo404F5mFB/u6C1P45PQc9GvjKvrEzuOZGqGOFgLR8YoQeSQsC71aZuPJoZ5YvVNpo0Ed3BB93Sj2/R1GjBqD1199ETM/fBfduvdC2NlQrFyxDBMmThZ1QxeSyMgIYaXh4+MrAnE2atQE3383W7jecPuhg/vx57q1GPPA+DyXkP4DBgkXkUqVq6BOnXrYuXM7dmzfisefeLpAd5Swyxk4E56OJ0eXxpI/b4nMG8O6+yAlLRub99/RKCYYv+fKVeW+951IwcAu3nhxctk8d5BRvX0ReS1TuKKYUjHACdFxRasvpv4Mu5KJhwd6YfnWFNFfB7R3F24q24/mK0UofHMsicpVJBwKzUCfNm6YNsobK7Yqq4ZDu3ggOs6Aw6HKYLDzWDo6NXHF0yO98fuuVBiMOejc1A2B/np8/gvfqTq7fL7vdx/u2NgZNSo6inSptAzhvZpy+ZpWWbPjpBETejhiREdHHLtoREV/HdqG6LD5iFFYqrnkjsOJJuPw9hNGDGnHcRgidTWVxfWr6vHbDkOeUmT3KSO6NHZEShpwPoYZNhzQuaFepPu8HGu9biYO64+pb3+M1z+djb5dOuDUuQsiQ8hjY4eLuBQpqWm4HB2DwHJlUcrHG8GVLS2/1ACfdarnZ4MY0a+HuA5p3qAeYq/fEBlKyvuXxoDuHVEQVHxRuTuhjxtW70wX70K6llDxtetEvlUS+w/7sGr9RneTHi1d8PgQD6zZpfT1ge1dRSDro+eUtmIf2X8mE0M7uYrMIlSMdW7qIpQlmw5nALp8C1zW+cSejhjVyRFHLhhRqawO7UJ02GjaTr4OQlmtttO2E0YMbUclXW47VVTaaen23HYyArtOGdG1saOIE3U+WmmnLo30CI3MxiUb7UTSdv8JrwemwXPII8g4sQeOQcFwbd0daVtXKWlOnV2h9w8QGUhM3UP0ZQORY8hC9k3rWTfStq6G17hn4DXqKaTv3wgHD28lgGf0JWSdP4G/A10/POtWF0oLZgshF96fjYY/zUBW4i3E/b4V5QZ0RYURfXB0zLT8tv9kDiqM7Ivm6+bg8hdz4VGzCmq9+wyi5vyG9CjbWZ8e6tsBUz5fgBe+/w0D2zbBiUuRmL9xL54e3E3Et2BQz0vXriPI3w9+Xh5oXL0SWtSuhs+WbRTWFrTO2H3qPH7ZegDPDu+psca4EBNv04LDGpNb1MLjK3bjxT8OYmC9yjhxLQELDp/HU+1C4ObkiOSMLFxOvIMgHw+Ne8jFG0lw1uvyMpNIJH+X/5TygubIDL756aefigwaTM9JgZeWEmpwSQalZMaMxYsXi9V+BoJklgvGwbBFmzZtREaMn3/+WWS/4ASzY8eOFulL7xZm8GC8Dmb6oPKAriC0NmAw0sGDB2sCcXKiz/gRXLmjOwnTthZkLWIN1gfvgcI/g2jSJ53WELQquZvsJlQoMHMKLVcYBNQWVEa89957Ir0p7+nbb7/Fyy+/LHyzqdBgqlvG6WAmEVqiWEM9ngoMmpVT2KHVy0MPPYR7zRufnsfj4ytjythKYNy802HJePvzi0KBoTLtoSoo7++C0U8ev6trv/35BUwYFoThfcuL4J1XotPwxqcXsO/ILbRS9FZ5VK/XCuOmfomNK2Zh3udPwadUORF4s2PfB8X+mCuh+O79iRjxyPto3nEwTh9WrDSiLp3CrLdGW/z2lFfnIbhuC3QbNAWeXqWwZ9MS7PhjLjy9S6F115HoPuQJm/EELsZkY/76DPRs4YwHe7sIxcK6vZnYcUKZyAT56/D4IDcs3ZKBQ+eUbfzLVcVOjZzQorajsHBYspm5ypV6pALEJ9en/dEBlhHGNxzKxMZD1gWdK3E5+G2nEZ0a6EVqtjupwKaj2ULhQBifYmJ3R6zea8CJS8rzwb+OeiNa19GBMaRu3gFW7THgTET+80MT2PmbjOjSSIcRHfRCOAmLzhGTPFuPGVdJ5/6Rjt6tnPFQPzfcSsnB2l0Z2HZMKTvNf58a5o7FG9Nw8KxSN/zrqE8XQlDLuk5C6bNwQxqOXchXpHAy+u2qNAxs54IH+yjKBQo5f+63rWA9H23ET+vS0KeViygLlT9rdmUIhYNop7J6TB3mgUUb03AgVCkf/3Li3KWJM1rVcxKKjQXr03D0vEFjxvzNylQMbO+CyX3dhCC57Vgm/thnGf3clEaNGuK1V1/BwkWL8c6776J0mdJ4aPIkDB0yJC+ezYsvvXxX7iD/lB9Wp2JoZ1cM6UQXCQeRMnPO2jQhUKiM7uYu4h+89kNS3kT9q2XJGN7FDQ/0dIfRmIOzVwxYti2twGCWBdGwUWO8/OobIl7F++++JermwckPY/CQ4WJ/+MWLeOWl5zB1+nPo1r2nsDB7+bU38cuShVi+7FckJiSgQmAgnnhqGnr07J133V69+yIzIwPrfl+DZb8uFRlInnvhZXTsVHhK688XXMfYfqUwpk8psQp/LiIDXy6+kSeUk0mD/eBfyhFPz7iaVzcf/BiPCQNK4aGhfqJuaHGx8PebIpifKYypQaVGUflmxR2M7OaBYV08hGVEeLQB361MEUoBlbG9PEVbvTT7Zl55PluShNE9PDC+j6dYIT5zKQu/bk7OaytaNMxYcFtcd2xvTxGf4nJMFj5ZdFvEwPDwdLHL5/t+92G66pAOjVzEx5zHPtbGKqEi4dftBqFYGN3ZEUmpXPE1Ym9o/jg8qZcTVu42CCUz4V9HvQFt6+nRuIZOjMMrdhlw+kp+Z9lxMhspGQa0qKVD81qKAM0gnRSobdG0fl28//yT+GnpKrw88yv4+5XCE+NHYPQA5dk4d+kKnnpzpnAH6dulPYrKE+NHwr90KazesA1L164X8WJaNAzBI2OGwquQ2DTkx7UpGNrRDYM7uIk+fOmqAT+vSxfKG5WRXd3g563Dmz/dyWurWctTMKyzG0Z3dxPWOLTGWLEjXTPeLN2cJp6Fbs1dRB+mAm/WihSR6trXxMCTioRfthlE5qwHuijttOGwEXvOKHVeobQDJvdywordBhy7qGzjX0edAW1D9GiS207Ld2rbafsJLlYY0LK2Di1y24lBOrceL9iVznDlHJKXfy9SnjKVafadW0jbvEJkECF0DfEe9yyS185D5sn8uaXOwws56bYXjAwxl3Bn0Wdw6zQInsOmICcrE5nnjiNt8/K/F1mZ6acb10PrLQtxYvJLiF6wSmzjX52LM6pNn4SgiUOFJcbxiS/g2jJFyUVSzl3Cgd6TUGfmC2jy61dC8XH5y3k4/9ZXBf4eFRGfTBmJ79ZuwzPf/oKyvt6YNrR7XoDNsMhrePjTeXh74iAMaNNYvBc+fWwkvl+3HYs378ON28nC/eS1sf0xpL02rlxibiwOb67KFIEWlcrio/4tRcrTZ3/fj7IerpjaoT7GNVUWEsLib+HR5bvwZo+mGFAv30UmITUdXoXExJBIioJDzt1KuBLJf4DOIw7AXpj+QjPYEzsOFp7zvLjw9ravXOCJCfZTN/YW1fqZ/pZxU0qKj1aWgb0wfcjdW8ndT978HnaDh49lQMWSxFR5UdJkZv6zQNH3Gv+y9tNWTzfVup6WJG9tVFLM2wu+fgWnHC1Onol+CvbEvre3w17ovFnJCmUvZJ/9exYq9wPPKbZjCdo741+3bV1Tkix41zL+jz3zn4p5IZFIJBKJRCKRSCQSieT/D6m8kEgkEolEIpFIJBKJRGLX/KdiXkgkEolEIpFIJBKJRFKcZP8fZvawR6TlhUQikUgkEolEIpFIJBK7RiovJBKJRCKRSCQSiUQikdg10m1EIpFIJBKJRCKRSCSS+0SOdBu5J0jLC4lEIpFIJBKJRCKRSCR2jVReSCQSiUQikUgkEolEIrFrpNuIRCKRSCQSiUQikUgk94mcHOk2ci+QlhcSiUQikUgkEolEIpFI7BqpvJBIJBKJRCKRSCQSiURi10i3EYlEIpFIJBKJRCKRSO4TOdnZJV2EfwXS8kIikUgkEolEIpFIJBKJXSMtLyQSKwRUCyzpItgtGekG2AsOPi6wJxx0DrAX0pIyYE8Y4AR7wY6aCTmwo8IAcPdyhb2Qk21fwc2MRvtZNSvt7w57IiUlC/ZCiqsf7AV7eieQtFT7aSf3+vVhT3Te3Bn2wrZub8KeaH9gVkkXQSLJQyovJBKJRCKRSCQSiUQiuU9k25lC/v8V6TYikUgkEolEIpFIJBKJxK6RyguJRCKRSCQSiUQikUgkdo10G5FIJBKJRCKRSCQSieQ+kZMj3UbuBdLyQiKRSCQSiUQikUgkEoldI5UXEolEIpFIJBKJRCKRSOwa6TYikUgkEolEIpFIJBLJfyT99/8r0vJCIpFIJBKJRCKRSCQSiV0jlRcSiUQikUgkEolEIpFI7BrpNiKRSCQSiUQikUgkEsl9QrqNFLPy4uWXX8Yff/yBNWvWoGrVqpp9169fR9++fdGhQwd88sknKG6SkpLwzTffYOPGjYiPj4enpyeaNWuGxx9/HHXr1hXHHDhwAOPHj8eWLVsQFBR038sUHR2Nrl27YsGCBWjZsuV9+Y2srCwsXrwYEydOFN9Xrlwp2skUJycnlC1bFj179sS0adPg4uICe8L8Hr7++musWrUKW7duhb3h4uyA0b190CLEDa7ODgi7nIGF627j2g1Dged5e+owrq8vGtR0gV7vgONh6Vj0xy3cupMt9j86vBQ6NvWwef6mk0akZWq3nTu5B+uXfYm46Ivw9CmNNt1Ho2OfB+Hg4GD1GoasTOz4cy6O7FqLW4mx8PUrh8Zt+qHzgIfg6Oicd9yhHavEcQlxUShVJgBtuo1G255jbV5XxdkJGNTeFY1qOMHFyQEXYwxYsT0d8TeVe7SFl7sDhnR0Rd0qjtDpHHDmchZW7khHUkr+AK9zAHq3dkGres7wcHVAZJwRq3amIyLWaPWa1co7oHMjHcr6AMnpwOHz2dh3tuAXRr3KDmgfokMpT+BWCrDnTDZOXlbO8fEApg6yPVQeD8/G2v3W77NWRT36tnZGeT8d7qTmYPepLGw7llVgWZrUcET35k4o7aPDzaQcbD6SiUNh1vuYixPwwmh3bDiYiYM2jrF2ztAuHmha20X06QuRWVi6KQVxidbrU8XbwwEjunkgpJozdDrgVHgWftucjNvJ+XVbykuHYV09ULeKExwdgbNXsrB8S4rVfnD06GEsnD8PkZER8PX1Rd9+AzB4yLBC+xoxGo147lllPJsxU/vOuXD+PH766QdcvHAe7u7u6NqtB8Y8ME6MhYXVy8AObmhcM7cPRxuwfFtakfrw0E5uqFPVEXr24UtZWLE9TdOHTenY2Bldm7nijR+TbF7zmKibn3PrppSom0FDhtusm8zMTCxdshA7tm3B7aTbqFq1GkY/MB5NmjbPOyY7OxtrVi3HX3+uQ8KN6yhXPgB9+g1Av/6DCrw/tW6GdfVE0zpKnzkfkan0mYTC+8zI7p4ICc7tMxcz8eumFNxOtl6npbx1eOfRUth0IA1rd6b+X5THnsa+6hUc0K2JHmV9HZCSBuwPM4qxrCAaVNWhYwMd/LwccDMZ2HXKiGPh2nOeH+4EHw/LvvfBL5lIzbB+3ZoV9ejd0gnlS+lwJy0He09nYfvxgseoxtX16NbMGaW9HZB4Jwdbj2bh8DntOQ2C9ejc2AllfXVIz8zB+Sgj/tifieQ029c9fPQY5i1YiIjISDHWDOjbF8OGDCryWA8IFNcAAP5sSURBVDPtuRfEWPPJjA80+3bu2o3fVqxEVHQMPDw80KRRQ0yeOB6lSpUq9LrsNwPbuaJRdce8frNyZ0aR+s3gDq6oW1kv+k3oFYPSb1LN+k0rF7Ss6yT6TVS8Eat2ZVjtN/bUTmTv+UjMWr8P4XGJ8PN0x6g29TG+Q+MC22rn2cv4bvNBXLyWAB8PV3QLqY6nereGOys5lzWHz2L+jqOITriN8r5eGNmmAca0bVDgdfeduYhZq7fg0tXr8PP2wMjOLTCuexub50TGJ2Dga19ZbA+uUBbL33oCh89dxsOfzrP5e1P6d8Kj/TujMFwDy6HD8XU4PPQJJO48WOCxFUb2RfWXH4N7tYpIuxKDix//gJiFqzXH+DQNQZ2ZL4i/hqQURC9YifPvzEJOlu25yv6TZ/HNr7/jUvQ1lPbxxrAe7TG2b1ebdRMVex1Dpr9tsb1aUAB+/fhVi+1xCTcx6oUP8MmzD6Np3ZoF3qPkv8ddKS92796NN954Qwjkph30nXfegZubm9hXEjz22GMwGAz44IMPULFiRSQkJODHH3/EAw88gOXLlyM4OBiNGzcW5ffz88O/hXXr1uHDDz/ME/xVeJ+myoFjx47hlVdeQUZGRom1UVHvYdKkSaLd7JEnR/mheiVn/PLXbaSlZ2NIN2+89og/Xvg8Filp1gUVTpBffLAM3Fx0+Hn1Leh1wKjePnhpsj9e/SoOxmxg1ZYkbNmfojnP012Hpx/ww9lLGUjLzFcukIgLJzD3k8fQsFVv9Bz2FK6cO4o/f/kU2UYjugx42Go51iz4AEf2/I5ug6agYrUQRF8+g00rv8HNG1cx4pH3xDEHti3H8jlvoFO/yahZvw0iw0/i98UfISMjFV0HPlpg3TzYxx1VAvRYvTNdTFR6t3bF1OEeeG/+HaTZmNxygvX4YA+4ugBLN6cJxc6Adq54cqgHZixKRnbuHG5IJ1e0DnHG2l3pSEjKRpemLnhqmHKMOYGlgdGddDgTmYPtJ3JQqawDujXWQeeQjT2h1tuodkUHDGmrw4GwHIRfy0GtIAcMaqOHMduIMxE5YrL103rLyVzzWjrUq+RgMdFXqVxOh4f7u+LYBQP+3J+JahX06N9WEZq2HLE+KeCEb2xPF+w8noWwyEzUr+aIB7q7wmBMF9cxxc0FeKivm1By3A0PD/JCtUAnLN+agvSMHPRv747nx3rjjR9uITXdRj92AKaO8oGbswMW/pUs2mpoZ3dMH+2Dd3+6Jfox54nPjPEWxy9anwyDEejXzg0vjPfFm9/f1FwvLOws3nnrDbRv3xFjx01A6JnTmPvzHCEoDB8xqtB7WPbbUlw4fw4h9Rtotsdeu4bXXn0RtWvXwYsvv4aoqEgsnD8Xd+7cwZNPTS3wmhP7eqBqBT1W70hHWmYO+rAPj/TEe3PZh23Xy+NDPUS9LN2UJp5vKkCeHOaJGQvv5PVhlaa1nISi45aJwsecsLBQvPvWa2jXvhMeGDcRZ8+cxryffxR1M2zEaKvnfP3lpzh0YB/GT5yMCoFB2Lp5E95581W8P+NT1AupL475ec53WLt6JXr16YfWbdrh2rWrWLxwHuJiYzH54SkF1s0jQ7yVPrM5WdTNgA4eeGGcD17/7maBfWbaaB+4uuiw8M87Sp/p4oFnHvDBOz/eFH3GnAf7e8HdtfD+bE/lKamxz3xECvJ3wNiujjh9JRtbjhlRuawOPZvpRZ/cecr6GFW3sgOGddBjX2g2LsQYUaeSDkPbO8KQbcCpy8o57i5U4Drgr0MGRMRr6zbdTKmuUqmcDpP7uOD4RSPWH8hA1QCdUOLqHByw1Ybytn41PcZ0d8GukwacizQipKoeo7u6wGDMEdchjarrMa6HK/aeycJfB7KEIN+rhRMeG+iGz5eliTHHnLNhYXjj7XfRsX07TBj7AE6HnsWcufPE8zRqxDAUxtJly3Hu/AU0qB+i2b5tx058+NEn6Nu7FyaOH4ebN29i/sLFeOGV1zD7y8/h7Kx9b5szsZeb6DdrdmeIcZjKhqeHuuP9hckF9pvHBrmLxZOlW9NF2w5o64onhrhj5pKUvH4zuIOL0m92pyMxKQedmzjjSR6zOBlJafbZTuRkRCyemvs7ejasgSd6tsKxy1fx+Z97YMjOxuTOzayesz30MqbP/wP9mtbG1N5tcCkuEV+v34ebKWmYMaanOGblgTN4e8VWTOzUBG1qVMKpqFh8um4X0jIz8VCX5tbLcikKT89agp7N6uHxgV1w/GIkvlixCQZjNib1bm/1nHNRseLv989MgKuJ4kT9v3alAMx/6SGL82av3orQKzHo1UIZqwvCNag8WvzxE5x8lXdtQZQf3AONFnyCy18vwPUNu1B+YDc0+nkmsjMyce23P8UxblWD0HL9XNzcfxxHR0+DZ+1g1Hp3Opz8fHH6iTetXvfUhcuY/tF36N66CaYM74cT58Lx9ZI1MBqzMXFgD6vnnI+IFn+/efUpuLrkPxuuVp6T2ISbePrD2UhOLUTTJfnPUmTlhbe3t1BSTJkyBb/99htGjhwptm/YsAGbNm3CTz/9JI4pbs6fP4/Dhw+L1XrVyiIwMBCfffYZunXrJspKxQtfJP7+/vg3kZNjfZJmfp8VKlTA/v378fvvv9ud8sL8Hrh6wY+9UaOSM5rWdcPMn2/gxPl0sS3sSia+fKE8urXyxJptd6ye17K+G6oGOuP5z2IRE69MNyOuZWHmtHJo1cANe46nIT7RKD6mTBvrh5TUbMxemogB/cpr9m1cMQsVqtTB6Mdniu+1G7aH0WjA1jU/oH2vcXBydtUcn3LnFg5sW4Y+o54RiglxPyGtxd8/l34mtnt6+4nzG7Togb6jn8075vq1COzZuLhA5UXVAD3qBzvhm5UpYhWIhMek4O3JXujQ0AUbDlqfiXGFu2I5Pd6bdwexicqsKzreiFcmeKJJTSccDsuCr6cD2jdwxrJt6dh9Upkph0UY8MaDXuje3AVbTmqv2amBDrE3gdV7letRGaFz0KFdiA4HzhmtTpq6NNIhNDIHG4/mn0PFAK91JsIohJqYBO05AX4QioutJ7IRdd16vfRu6YyY69lYvEm5/7BIo5hsdm/mLJQTWVbK0q+1C05cNGD17tx7jTTC3RXo08pZo7yoV1WPoR1cxIrd3VAt0BGNarrgi6W3cTpcmZyej8rCjCf80LmpK/7YY32y0KyOMyqXd8Tr39/EtRtKwaPiDHj7EV80q+OCA2cy0Ky2CwLKOOKN72/iau4x0fEGzHzST6yQA/nKpsWLFqBatWA8+/yL4nvTZs1hMBrx269LMWDg4AItxC5dChfKi1KlLBXRy5f/KhTpr73xtrC0aN68BVxdXPDdt7MxYuRoYYVmqw83qO6E2SuSEXo5tw9HG/DOw97o0MgZGw7Y6MO1nFCpnCPenZuE2ITcPnzdiFcneglFxaGzSh17ujugf1tXtGvoguS0gldWf1k0H9WqVcczz7+UWzctRN0s+/UX9B84xKJu4uJihcXFo489hT79BoptDRo2xtmzp/HnH2uF8iLp9m2sW7saPXr2xuNPTlPKzndFmbJ4/9030LNXHwRVrGS1PMG5febzJewzSr88H5mFmU+VRudmbvhjt3WLhGZ1XVA5wAmvfZuY12ciYw14Z0opse/AaW2dsv8FlNYXWDf2Vp6SHPv+OqK9ZtdGelxLzMHyXcq9URlBRWmH+nrsDc22OvZ1b+KIM1ey8dchZefFq0ahrOjaWJ+nvAjwU8aYs5HZSLT+mrOgV3MnxNzIxi9blPs/F6WMfV2bOmHnySyrZenT0hknw41Yuycz7xx3Vwq9zjh+URmXujZ1RmiEASt25GtNrt/MxtRhbsIS4eQlywsvWPwLgqtVw4vPPSO+N2/WFEaDAUt/W4bBA/sXONaEX7osjvOzYknB7S2aNcPUJx/P2xYUGIipzz6P/QcPoUO7tjavWyW333y7OjW/31w14q0HPUWbbzxkXSvUuKYjKpbV4/0FyXn9JuZ6Kl4e5yEs9mj9oPab5TvYb5TxJyzSgNcneKJ7Mxes2JVll+1Evtl0ALUr+OODUYoA3LZWZWRlZ+OnrYfxQLtGcHWyFFk++X0XutUPxrsjuonvLatXRHZODpbsPoG0zCy4OTthzrbD6F6/Oqb3UdqkZY2KiLh+C7/sOWlTefHd2m2oXbE83ps8VClLSA0xDv/81y6M6dpKo5xQOR8Vi3KlvNGidjWr1/R0c0WDahU127YfD8PBsEv46NERqFyuDGzi4ICgcYNQZ+aLQBFf+7XefQbXlq/H2ec+FN9vbNoNp1I+qPXW1DzlRfDzD8NwJwWHhzwuLC2ur98JY1o6Qr58HRdnfIf0qGsW1/1h+R+oVSUI7zwxQXxv06iuqJt5azZiVO9OVhUS569Eo6yfL5qH1LJZXloH/rHrIL5ctIrSAf6NZOcU/P6XFI27WrLr3LkzBgwYgI8//hg3btxAcnIy3n33XYwZMwZt27ZFeHg4Hn74YWHl0K5dOzz77LPCpUTl9u3beO2119C+fXvUq1cPrVu3Ft/T0tLyXDuogPjhhx+Eq8WQIUNEZ169erVwS6lfv7449/333xdmsuIG+HYGsGPHDo0gzInrokWL8Mgjj+Rdu1atWsKdg3Tp0kUoXJ566ilRXv7ee++9Jyw4VE6ePCksAri/TZs2ePPNN/PKyt+idQddQxo2bIiBAwdi7dq1d1OduHr1KqZPny7qgfVBtxvWLe+ZcGWA3zt27IiQkBD06tULv/zyi4WLCO+L91cQer0+byWA53bv3l3cb9OmTYV7DWH7UTnFuuD2p59+GjExMXnXGDduHGbOnInnnnsur41ZniNHjoj7Zz2MGjUKV65cyTvn2rVr4nj2j0aNGmHy5MkICwuzeQ90G2HbFOV88tJLL4kPy8V6ZBkeffRRxMXF4V7SoKYr0jOycfKCorggd1KycfZyBhrVci3wvKvxWXmKC8L/r143oFEtN6vn8HotQtyFS4r5KiLdP8LPHkRIs27a32nRAxnpKbh87qjF9TLSktGq60jUbZJfr8Q/QHH/SoyPEn8nPf8t+o55XnOMo6MTDLnPmi3qVHFERmYOzkbk32NyWg4uRBtQt6pjgefFJhrzJmGE/8clZKNe7nm1KjmKVckTF/MnXJxQnb6UlXeMCiddlcs5ICxK+3LgpJtCfiV/yzc+XULKePMcbT1TmUGTWD8v62Xv3VyP67dplm39BcuyVA/iJE27Pnr8okGsmnGF3xyabZctpRMTQ/Nz/H11KOOjlN/NGZjcxxUXY4z4bu3drUzQ5YOrw3RtUElOzRHCX/1g2yuF9ao5C/coVegj/J+f+tWVSdyx85n4cN6tPMUFUSe/pnPOrKxMnDp5Eq3baCf3bdu1R1paqrDCsAUtyT779GP0HzAIgVbc/44eOYJmzVtqXER4XY6pdFOxRZ2qTkofzhUkTPtwvWq23U3oHhObYMxTXBD+r/Th/PN6tnRFnSpO+GFNCk6H2zbJVuum1V3UDa0JP/1iNjp16Zq3je9FvU6PrNxnNyYmWtRB85aK0lKlfsOGYvuRI4dslqlesNpnMrV9JiIT9avb7jN0zbDVZxqYnVfGV3E3mv9H4dKxPZXHnsa+quUdxFhnChUTHG8ql7Uc+3w9AX8fBzHWmULLDY6JpXPHvvJ+DqK+i6q4YFmCA/U4bSagUmBlWaoFWE47S+WOfafMxssT4fljH++Argf7z2iPib+l3LM1C7TMrCycPHkKbVu30mxv364tUtPScDo0tMCx5uPPPseg/v0RFBSo2cdnpknjRujTS7vKXKmiMiZdu6aswNuiTmXr/YauI+Zta35enLV+k5iNurnjTX6/yb+26DeXtX3SntqJZBqMOBwejS4hWsGfSoeUjCxhhWHO2ZjriEq4jdFtG2q2U9Hxx0sThOKCzHqwP6b31Y6pTno9MmyYgGRmGXD4/BV0blxHs71b03pISc8QVhi2LC9qVdQuNhVEemYWZi79E+3r10T3pvUKPNa7QS2EzH4b0YtW4/jEFwq9tlvlQHjWqorYNZs026+t3ACPGlXgXr2y+O7fvR3i/9qhcRGJXbEeDno9/Hu0s/pMHQm9iE7NtXXepWVjpKSl40RYuE3Li5pVCnbZvxB5FTN+Woq+HVrg7ccVxYhEck+yjVDZ4OrqKoTqL7/8UqySP//880JYpBKjcuXKwlXju+++E8oNWmikpiorIRQyQ0NDMWvWLGGxQcGViolff/017/oU2KmI4DYqKWhZwd+kkoHn0DWEcTfmzJkjjq9evboQdr/44guhXKF7BIVilocuJKVLl7Z5Lyx/8+bNhdLhhRdeEMoOujGQqKgoTJgwQazUsSwUqvfs2YO331Z8tj7//HMhuL/++uvCooHxNN566y0Rv+Fu3F1ozjx37lysX79euEzwvtR4D0uWLBHb+Vu897Fjx4rfoKVJnz59xL2qbiJUJliDSp7t27eLOuvdu3fe9sjISBEfhPVPBQqVFGwrKjjmz5+Pn3/+WSie+JtsR5WFCxeiTp06os6ouKEChGViWVh/vOann34qjuV5o0ePFm3x7bffYunSpaLv8Jr8vcLuobDzVdhmt27dEr9PhdKZM2dEf7iXVPB3RHyiAebGLnEJBrHPFoH+TlZjYsQmGBBg47wxfXwQeikDB09bCqYJ8VEwGrLgH1BFs710eWXV9Pq1yxbn+JUNwpAH30DZCtpYNWeObIFe74gyudcqFxgMP/9AoZhLTaa1xnIc2b0GrbsXbMZfzk+HG7ezLerm+q1ssc8WjAPB1RhzxHmllPPKl9YLk33GizA/xtdTpxGKGa/CUe+ABLNJdmJu9y1txTCMk3eSkKS9/s07yncqMKzFxwgq44ANRyzvWYWTOJaF5TSF9UQ4ATRHrSuLc27laM7JNAAzFqdiyeYMm+5Ktggoo8eNm0aLctPyp1wBq8w8z1pMjPibRtFGhO0UHmPImxgHldVjcn9PoeQ7fDZ/BTr2WiwMhiwEBmonMhUCKoi/0TGKgtkaS5csEqumD4wdZ7GPbnHx8XHC8s4UHx9fEfsiJldxbasvWu3DN/P7otXzSuus+qizDcua9P3dJzLw1k9JOHGh4HgndHth3dD1w5SAAOWeYmIURaMpTk7OqFGzFjw8PIVQdf16PH78/hvExl4TLiLE29tHKVe8VqlL5TCJi7VcXcv77TJ6XLfRZ9S2v6s+Y3Yen7DJA7xwKDQjzxqoIOypPCU59jmbjH1UsnK8uXFbe2xC7jimKj6tjX3m56hKCvUcWl4w5tLoTo54bYwTXn/ACSM76uFpXfeO0urYlzvWmY99FHLNUe/5+i2z8ueWjefwv9/3ZuLMFW0bhuQK5KYCvelYk2UwIChQGVtUKgQEiL/R0fnzCHMW/fIrDAYjxo0dY7GPysFHH5qMNmZKkT379ou/lStbt2IqdLzhuFHAeFPOT29zvFHrkP3OWr+5YdZv7KmdCGNRZBmzUbmMr2Z7pdLK2HXlutb1kJy7qiyOujjq8eTPv6PFK9+g/Zs/4KO1O4UyRKVaOT8E+nmLuc3t1HThRvL70TCMbG3dTSP6xk1kGYyoXE4rP1T0V6z9rsTesKm8SEnPxIQZc9Dy8XfR7bmP8eXKTeJa1liyZT+u37qD50b2QmGkRV7D9trdcfb5GTCm5i+i2YLuHyTlQv5iIkkNj1D216wKnasL3KsEIeWCdt6Yyfu/fUccY05MfIJ4pioFaK0YK5ZTLL4jrsVbLc/5iBikpqVj0hufou34aeg55WV8/csa8YyplC9TCis/fxPTxw2FKwMbSST3KtuIj4+PEFaffPLJPOsGmul+//33KF++vFA0qFCAbNWqlRDAaUXB1XMqC7jKThg4k+dTQWEKhfgqVRSBavPmzSK+BiekdH/ghxYTDMqpQmUIFQxUIlBIX7FihTiHwjotQ0yPNYWWA1Q6ECo6KJgfPXoUgwYNEu4mDOxEZYkjI88BQlBn/AgqY+bNmydcUzp16iT2VapUSQjULFtRYjakp6cLawWWMSD3RUorDwrf586dEy4vVDBw0s16ohKFQnu1atVEwFQK8V5eXlbdREyVALQUoVkkFQXPPKOYTarQ4oL3TaiM4m8x4KpqofHVV18JBQXrVL0nKi5o/UBYHioUaJGhBiXl/bDNCBUc9AOlMkmNNULFBu+NSh4qjGzdQ1HPJ7wGXZrYHxnfhPdKBdi9hH7P1vzeuY3xLGyf56BZlVWhFYebi+Xj16SOK4LKOeGDOdZ9EdJTFUncxU3rWuPiqnxPT7OMA2GNU4c248iuNWjTfQzcPZTJgUrExROY/ZYyYQuqFoKOfbQxVcxxc1FW5szhyhJXcGzh6uKQtxpjSnpWjvBLF9d2htVrq9v4fsvK1Q2p77oMM3lD/W7tXfh3zmldR4fI+BwL/2/NveXet7lPeEbud1fngs7RXjcjK0ezn24s8WaTx6LCtmKMAHP4m9xX0HnxiVbaOCMHrqUt+/9TI7zFSnd2dg7m/aEN6pmSqsR34Xij+Y3c72m5ym5zzp8/h5Url2PGR58Kgd2c1BT1upZuZ25u7kjN/V1b90e/c2v1wn5qC7aJNWGC55Vzzq8XrowWhcLqRl0IsMWKZUtFoE/So1cfNGzURPxPK5W69UKwZNEClC7jjwYNGwnlxuyvPhfjJt9HtuD4ZqtuCuszcYmF12n3lm4o46vHV7/aDmBqr+Up6bGPikzxf+5vmY9jmbnfXa2MY2r51PElr+y53xWXtByhvPB2Bw4nZGNvaA78fR2EW8lDvXSY/XtW3vhb6DiWN/ZZ1os6Hpqfo363Nl6qyuX+beieZ0RYhLHIz5O7u1uBzxNjXCxfuQqfzvwQzoUE+lW5eu0afvxpLoKrVUWLZk0LPJZ1YL1trdePCvvE9Zu2+pt6jK1r579HMg05dtVOJDn3ZelpdhH33PgIKWrBTGBcCzJ9wZ/o3bimCOx5JjoO3248gMTk/JgXKicjYzF+9nLxf72gsuJ4q2VJU8ZDDwalMS1LbtlofWFRljspiL+VBGN2NqYO7Y4AP1/hDjJvw27EJd7GBw9p46tQAfDLlv3o2TwElcraXmTNO/7mbfEpKo4+itxjSNLOCekiIvZ7e8LJx8vqMepxPMYcNQ6Fh5vW4tidvrasm9y6M+VWUjLiE28J15KnxwxC+TJ+OHTmHBas3SwCc773pDLH9PH0EJ9/MzLbSAmmSqXwSDcGKhRopk9oUXHhwgWL1XOuhtEdgdAyg1YFjE9B14KLFy8KNw4K5KaoigtCNxFec9iwYUKIpwKEAjV/39Qlgtfmh6v1tEz466+/hNBNTautVXgKuqZQCKapIKFCha4cquKCUBHDD91JeF90i1HdVghdTmjpUNBEUEW1IKBih9eLiIgQSgu646huI1QYUBFAtxEqDXjvdJ8pyJqE0JqCUIFDxUWZMmVEHZljWs+8X9apaZApKhSoKDFVLlFJo0KlFVEVIOp9mdYhf8M0SCr3N2jQwEJhZY2ins8ymZqJm7bj38WkWQUFBSUvaCwq6Dxrq/Y9WnviytVMnL5o3Vc6pxB/OQeHwo2pTh3ahCWzn0eVmk3Qd/RzFvtLlamAKa/NR2J8NDYs+wqz3noA095fDmcXt7ygYZrfLOC3bFkmWLuOtTotLBq86fULCxxvrSx3e05QGaBCaQcs3VFwVoPiKEthOFi55t32x/zzHO4q9s663alYvz8NrUJcMKm/V25bK5OmHPMolkX4LY6rn3/6MQYOGoJatWpbPY9+zkV9NnT3rF7+3nl/d2LDQHoF0aJla9SpG4LQ0NP4dclCZGZk5sXOePGVN/HN15/jw/feEt89PD0xcdLD+GXxAo3fv3nd6O5j3dC6YFBnD3yzLMmqcthaHy6p8jjY29hXxHKYH3u356zeaxSBIGMSlC1U2lJ5+kgfJzQO1uHguewi39u9HPuYUeWR/q5CQTp/Q4bVe+S+u31fcqz5+LMvMGTgANSuVbQsB5FR0Xj59TfEPOv1V17SzAvv7Thc+HlFrUt7aqeijd+WP05LDUJXEzWeRYvqQeJaX/21D1O6t0AV//x4JQG+Xvjp0SGIuZmEWRv2YfzsZVg6dVSee8k/KYubizO+nTYelcr6oUIZ5Teb1aoCZ0c9Zq/Ziof6dkS1gPxFus1HQnEjKRnje9iOjfJPcDCfxJoh3sOFHmNZD3+nblxdnTHr5SdQMaAsKvgr8kvTujXg7OiIb39bh8mDe6FqYNHdbSSSv6W8UAVXVXglFLgp2DMuhDkUJrmfsQio4OjXr59YHadygG4X5phOpPg/s5tQOULXAn4Yl4HWEcxSwfSoVIKocRtoZUFrCH4o9NIywBbWokGrE3FTpYWtY6gUMVe82LquOdT4U3lBRQdjWQwePFgI5aZWGxTceX8HDx4ULit0/6BlBu+bx9uCrjtFgYoA83syh+1mqhiwlm7Q9EVtSkHXLKh+7/b8otT33bLoA63Z9oGTqfDxcrS+kp1uWxhjzAp1JU17ns4inoWHmwPqBrvg1/W2teuu7oomPCMt1SKuhbLfRpCGXHb+NR/rFn+M4LrNMWH6LDg5WwYr8ylVVnyC6zRH6bIV8e1743Hy4EY0az8QtSo4YMB0raXG0fNZ8LKSRo+ri7ayNBDuc7UScFKsHOWeRysBaytAPEbct4mOSv3f1Jza1Hoi3Yo+S13MMbewsGWRUbeSYoFzMabgF3i6jevmrVzZWDk2XfHMP8f6CllhMIvIgA7aFUe6b3h76Gz044LaKhsuLkVvY6YZJWFXsoSPc9+27riVmCi2uecG5E0168OqZYS1gL0LF8wTirtRo8cI10JB7vjA7xyD1NVVxoawNt6q1/Ur5YOvn9WaJh89lwkvdxv1UkAfFqv2Vlcora9+FoZaRjW2Un75c1eQCwlmXLmKYubLLCzMPrRk0XyMm/Ag/MuWE+kbX33jHaHgT0xMEBZ/Op0e3876El5eik9V6VLe+PE17fN9ODRDpHu2uEcXB5uZPfKeb2vPbm6dco47aYCXuH7opUyNMMV9/N6vvTsGdvSwi/IM6MjnycNuxj5Tq668sc/GOGYtKwitPKyNN2oQYLX/Rl23vA9anrF8jIdh7d5Mr5N33dyxz7rll/JXuV9rY5/2+OAKOkzs5SqsRL5dw0wsOQU+T4xvYUpKrsWFh4d2fCTzFiwSQfXGjB6ZN9bkmI01pgLaiZOn8M77H8LVzRUfffh+nkuKSq9WLujTSvuePXY+C95Wxhu+HwruN/lWNtrzFNce5RjbY5Jp/dtTO5laXDC+hSmqxYWXmRUE8cjt4B3qaN0bGOiTyouwmOsa5UVZH0/xaYZABPl5Y9J3K7H51EX0b6qNbeGVa1WQambtoVpceOZaGZjCAJ6t6moXREn7BjWF8oLBPDXKi6OhIoXq3cTIuBsMtxX/L0cv7ZilWlMYbifnWVyYH6Mep17DFM9cuS/VzPpEtbjwzLVqMoUBPFs20NYxads4RCgvLkRES+WFpHiUF+bUqFEDf/75p5gQqcIk4xC8+OKLePDBB4UCY+fOncIdQ7XW4Oo4XSNMV+7Nofn/qVOnhJsKg3kyACfjHzCmBoX42NhYfPPNN0KYV90vVJj9pDArBVswlgbdUPiyUq0WmFWFv0mLDgrPDLjJOBsqVLJQkUIXhsKgEoaxGaiUoGWEWl9M86q+KHk9lp/WFrS6oJsE65L1zPstSo7yokJXHrppcNVBbT9agdAihBYtf/eatALhPantQIuV06dPC+UTKegeinL+/eLVr7W+4c3quaF+TVcxiTXVqZQv7YiY67YD8F27kYUqFSyVK+VKOyI8WvtibFjTVfigHjhlOwhj6bKVhMCREKf4LarciFMCSJWrYD3KNfsU06Uyc0ij1n0xcsr7cHTMLxeDfYYe2YaKwfVRpny+8iuwqvLCSbqp+DFeuZ6DNdu0JoYNgh1FIDHtdEbxfy3IXD7uZjYq+ltaBDFYnpqPnj7qFC483RxEQDPTYxJuayPo01ebqzvmQTbV7zes6IRu5E6mGIgs1sQcl8EzyXUzf/AagQ4Ii84p0NpG+a1sGLNzUEYEJzNqyq3cu+UFVPeDMr4OiDFxqVWuUXTXA5Udx9Jx4qK2jzWu6SwCUJq3VdlSelxLsG1NEpdgRMXylq8Lnnf5qtL/qwQ4ivs7fFb7m8zoUD3ICbcU3QUCAioIAeDaVW0ANo6nxFrWiz27d4l4FsOGKNk0TBnYvzemTX8O3br3QOnSZSyue+vWTaHQqJh73dtJyZjzh7bfMdMIA2pa68O2fLRFvSRmi+j/5viX0iHiWsHWOdYon1c3Wl989Z7UezAlPi4Ox48fRafOXTWK3ODgGuJvQmKCUF7s3LENFStVRtWq1fJcKZlulsrgasHV88x7v1mpvd8mtZxRL9hGn7ESz0eFgUwrFdBn/Lx1CA5yEp+2DbUmyFQS8PPeT4k4cSHTLspDvludjKQUexz7csR4U1qMWybjmLf1ccw01gXHx2u5z6ZpnB+eQ9mwXmUdom8o1hYqDrlxbVKsGJlSQLU69uWOY9bcrNRtjMOgHfsc8upLpXF1PUZ1dRHl+XFdOpJSbA/GFQLKi+eJLh2mXL2qfK9kZe65a89exMXHY+DQERb7eg8YjOemTUWP7kpw3G3bd+Djz79ExaBAvP/2WyhTxnK+uedUpgiyakqDYCfUttVvrNSPaYwhxhIyh30iMs6YV5fW+g2vzXS7ar+xp3YiFUv7QK9zQJTZizryxi3xt2pZy4wvlUorSmjT+BaE6UwJs5NQAcF0qiEVy6GSSTyNOoGKIiHe9IHOJci/FPQ6HaLitWnGouKVB8VUCaESEZeAQ2GXhBuIl4kAn57r21XKREHAGBh7z1zExF6WATHvFcnnlTgW7sGVkXT8bN52j2BlfpccFg5jSirSomPFMaY4+/vBydtTHGNOULkyom6iY7Wuzer3qoHlLM6JvBaPw2fOi9SqXiYKw4zcgNK+3gUvuv2bkG4jJRSw0xYUcBl8kpkhmA2CHwaCpOKhZs2aQkCnwE93DgbD5PZp06aJoJBq5hBrcKV/9uzZIsYEz6PgSgsE1T2FsTToNsC4CxS+eQx/mzERmLXkiSee+Nv3w3gLtCSh28uhQ4fw0UcfCesSKmKYVYMBP6nI4G8ySCnjRpin4qNLCJU2ph+6hzA+CGGZGSuDri60HqFCR62PxMREoQjZsmWLOGbXrl04e/Zs3r2rK42sk6K4qhQEA2OmpKSI4KusP5Z76tSpYrWOypO/Q//+/UXcELYzr8frsn9wFVRNtVvQPRTl/PvF5ZgszefUhXQR96JBjfxJrZeHDrWruuBUbupUa5y6kCECegaWzZ8083/GtTA/r3olZyTcMuDGLdtCDy0lqtZuJmJWmFqmnDq4SVhdUPlgjb9+/VwoLjr0noAxT3ykUVwQnc4Ry+a8ge1/KP7yKudP7RV/Ayop5rNcFOEkyfTDiOmcLDGCvgonTtUDHTXR1M0Ju2JAudI6EbxMhf8zPSFTAopjcv82qpG/pOioZ9YMp7x9Kpyv0KS5TkXtsMbvXEVUzZ5NuZmsBOesW0mrRKtTyUFM7m6bzGu4MMSJvbWVSHM4lwqPMaJhsFZY4neueEXkTjTNhQkqPRpVNzunuhKkjQLK3XA7ORsR1wyaDzM00OqHwp8K03jWqOSkyd5gzpnLWSLgIT8q/J99m/tISLATHhrohVJeJibTDkDtKs4iZaoKBeyQkPrYu3ePpg/v3bNbrJTWrGmZSu2NN9/B51/M0nyCq1cXH/7foqUSOK9xk6Y4ePCAyNphel0KMIzzQKiQNu/DYRFZSh+uataHgxyF9Ygtzl7JUvqwSdwP/s8+zH13C+umXkgD7Nu726xuduXWjaXLDJU6s778VJxjyrFjh0W2oKBARUD7beliLP9NyValsnb1CnHd+g2UBQWj0VqfycrtM86aPlOzsrMma4057E82+8ylTNy6k4135ty0+JAdR9PE/5GxRrsqz9kr9jn2cbyJiMtB3crasY+KB66gR1sZs6js5ZgSUsX8HCXw561kZUzt10qPjvW1x9Su5ABnRwdcvmYp4LIsl65mo341MwVhNSUAaWS85Tkca6mQMR8vqRxiMEo1gHLtSnqM7uaCK7HZmLUyrVCBmM9T/ZB62LN3n+Z52r1nr+j3tWpauoW88+ZrmPXFp5pP9eBg8eH/rVoqqTUPHjqMmZ9+jrp1auOzj2daVVwQljEqPlvzYepSW/3GvG1NYepsBuS01m/U/sZrk0Y1HDX9hllMTK9tT+1EXJwc0aRqILacDte01ebT4fBydRbKB3OaVqsgXD7WH9e6IVNZ4cgxv3KAELTfXr4V83ZoM7HtPa8s+NQsb5me1MXJCU1qVMaWY2c1ZdlyNFSkO61XRRsUmty4fQfvL16HTUfOaLZvPHwanq4uqFs5f3H1YkycyDTSKLjgwK7/hNTwSKReikLAEG3cj/KDewjFRlqEoiC/sXkPyvbpBJ2J2Vb5IT2RbTDgxjYlAK0pLs5OaFy7OrYdOq6pm60Hjwuri3rB2mDy4jduJeHDn5Zi8/5jmu2b9h0VsTPqVLW9gC2R3FfLC1pPMPgmAypSEKa1QpMmTYT1gBqzYMaMGSJrBxULjKdA1w4GqVSza1iDKUqZdYTZL5h1g64OjAHBzCWEK0jMykFrDCo5GD2dv80YEVQmMD7H36FcuXLiN3kNrvIzUKlp0EtmSqFgTwUGM2zQ6oOpRR966CHNdRgA0xxaTbAueA0qZeh+wt/j9XkdKnYIrU2ozGCgUCp5WGesW7rfECpS1PSkLOc/QQ2eyuuoWUdo7cHvtGD5O1DJw2vyXtnOhClYmaVFtbYp6B6Kcn5xEXY5E2fC0/HEKD8s+esWklOzMbSbN1LSs7H5QLJGMeHo6ICIq8oket+JVAzs5IUXHiyDpbnuIKN6+SDyWib2m1lYVCzvpEmpaotugx7FDx9OxqKvpqN5xyG4cuE4dvzxM3qPfEbEpWBQz7iYcJQuVxGe3n6IuXIW29f9hIrV6qNBy16IvHhScz1mGaE7SucBD2PTilnw9C6N6nVb4GrkOWxa+Q1qhLRG7YYdbJaHQvr5KAMm9HHD6p3pSEnPQZ/WrkjNyMGuExmaSRYnUdHXs/NMrnu0dMHjQzywZpeiyBnY3lUE9Tp6Tqk/Tob2n8nE0E6uwh2EQnznpi5i4rfpcAZ0uXE4VHadzsG4rg4Y1k6H45dyRFaQNnUdsOW4suLEa/j7KEqL1Nyi7TydjYGt9eL7+egc1ApyEJP+5bu1CoZyuYs25tH5bbHpcBYeG+QqzGYPnM1ClfJ6dG7ihHV7M0WQO65qqlHn1RXMjQczMaa7KxiHjKnt6ldzROMaTpi//p8pJ1UuRBkQdiUTDw/0wvKtKWJlbkB7d6SmZ2P70XSNUMe2ispVsjDzQp82bpg2yhsrtioanaFdPBAdZxBm9qIej6WjUxNXPD3SG7/vSoXBmIPOTd0Q6K/H578kYZBJls6Ro8bgtVdfwowP30P37j1x9mwoVq5YhgkTJ4sxnm4StMrjeMhsIVWqVrUahJPUMBFAhg4bLiwM3nz9VQwaPFSkCF0wfy569e5joVg25WK0UaSLndjHXenDaTno00bpwzuPZ2oUE7SOio5X6oX9tGfLbDwx1BOrdyrP86AObpo+fLeMGPUA3nj1Bcz88F10794LZ8+ewaoVv2H8xIfgklc3EcKChXXDQJwMzPnDd7NEsNPyAQE4dPAA/ly3FqMfGA/P3KDI/QYMEi4ilStXQe069bBr5zbs2L4Vjz0xVWQqsQXrhX3mkcFeWLaZfSZbuHKIPnMkTdNnnBwdhKUNOXQmQ7gLTR/tI/oaGdbFA1FxBrGPC1BURliDigRb+0qyPG4eznYz9kGnNV3ffsKIiT0dMaqTI45cMKJSWR3aheiw8YgRWUZlvGGwzcSknLyxb9sJI4a24+o0RIrp2hV1qF9Vj6XblXrgmLnrlBFdGzsiOZ3jI7NaOKBLIz1CI7NxKdb6WLj5SCYeHeCK8T1ccDDMgCrldejU2Al/7lMCfLIsFMITTMY+jpdcqWcdnrlsREhVvVDkLtyoHMD6G9HZWbj6bTmSaZHNhUGBb1sRkseMGoGXXn0D7304Ez17dEfo2bNYtnIVJk8cD1dXF+FCoo41vj4+qGoSC8w8wGfNGoo1ExeYPvtqFtzd3DB65HBxvilcrPPPtai1htpvxvdyE+0v+k0rF6XfnMwsuN80d8Zjg9yxdo9SLwPaKv3m2HlDXr85EJqJIR1c4aRXAsN2aeIs+s1m9huTNUt7aifycNdmePTH1Xh+0XoMal4HxyNiMX/HUUzt3UYoKRjU81JcIoJK+8DP000E83y8R0t8um43vN1c0DUkGMcjrmHu9iMY066hOIZM6twU3246AD9PdzQPDsT5qzfw/eaDaFWjItrVtu5m/VDfDpjy+QK88P1vGNi2CU5cisT8jXvx9OBuIr4Fg3peunYdQf5+8PPyQOPqldCidjV8tmyjsLagdcbuU+fxy9YDeHZ4T401xoWYeJsWHH8Xun541q0ulBbMFiJ+5/3ZaPjTDGQl3kLc71tRbkBXVBjRB0fHTMs7L/yTOagwsi+ar5uDy1/MhUfNKqj17jOImvMb0qOsZ6GaNLgnnvhgFl7+8mf079QKJ89fxsJ1W/DkqAFwZd2kpuFyTKyw0ijl7YVGtaqheUgtfLl4FTKysoSLyJ5jZ/Drhh2YNnaIxhpDIikKDjm2AgtIJP9hxrxkmVaRMSnG9vUVLiRcUT5/JQML193WmCq/9og//EvpMXVmfp53Px89xvf3Rf0aLqALLa04Fq67JSbEpnw0vRyiYrPw9S8mNrxUdgzTukMRWl5sXDFLpEb1KVUObbqPRse+D4p94aEH8d37EzHikffRvONgbFj+NTav+tbmvU55dR6C67YQWvT9W37Fnk1LkBAXBU/vUmjcph+6D3lCExtj407LyNR0AR3a0U2Y37NuLl01YMX2dI3p6dThHsI0+82f8v0ofT0dMKyzmzChpQkrVyRX7NCamHIyNKCdK5rVdhL+vhSoV+1MF+bVZctZ+mpS+dCpgU6kRr2TChw6n439Ycr1Kpd1wITueqzZZ8SJS/m/0aS6g8gi4uOhKDZ2n8nGqcvaoZHWGcPa6zH7dwMSbCQiSEzUKhm4qtW7pbNIf3crOQe7T2Vh+zFFOKkeqMeTQ9ywZFO6mDiqtKnniM5NnEXdcKVr8+FMHD5nXaiie8sbEz0srkGSk9JtZsAZ2c0DjWo6i7YKjzZg6aYUTRrJ58f6iFgVL83OT09Hi4rRPTxQt6qTWJHlKvevm7WZRGi+TIGwZiWlrWi1tHpHqoiB8eIorXnu3r27sWTRQhG0uXSZ0ujbbwCGDFEisp88eQKvvPR8njuINV56UQk2O2OmVkF8+vQpzP3pR1y6FC5ShHbu0hVjx03QxMn5YpU2rgPh5H5oZ1c0FH3YAZdiDFi+LU3bh0d6orS3Dm/8mN8BfL0cMJx9uIoTjMYcsQK6Ypvt1cZxvdxRo6Jj3jWeHmzpV0wrCsariMmtmz79BmLwkOFi36mTx/HqS89h6vTn0bW7sqpGa7SlSxYKC43EhARUCAzEgEFD0aNnfnpssnb1Sqz7fTVuJiaKDCSDh45Ax05dNMd8tETrMpHXZ7p7onEtpc9cjMpS+oyJq9Hz43xElo4Xv84fv0p56zC6pyfq5fWZTCzdmCKsgmzx0+v+WLMjBWt32s6sUlLlMVdelOTY5+tn6VtOi7GujfTCjD8pFTgQZsSeM0o5qpZ3wOReTlix24BjF/PL1rymDm1D9MrYdwfYedKI45fy99MmrXktHVrW1onxhoqOE5eysfW4UeO6kpaqVdZRqO3ZwlkEbOQYsed0FnacMOTFQnh8kBuWbsnAIZOxrVVdR3Rq5JQ39m09moUjuUJ59UAdHhtoIz8rgA2HMrHxkFKGp3to39+79+7DwsVLRGpUuqAO6NcHw4YMzotZ8fzLr2rcQcx57iUlpfsnMz4Qf4+dOIEXX7GM16YydswojH9Acbf9ZJ3l+1vtN1Qw0IVE7Tcrd2Zo+s3Tw9xFv3nr52Rtv+nkilqV2G8UC52V7DepZv2mrQua1srvN6t3Z4h+4+yst5t2ej9wrsV+Wl4wWwhTozI+BdOZTuioZE06FB6Nh75fhXdGdMPAZvkxFFYfCsWCnceEi4m/tyeGtayHBzs1hS43cA3nNsv2n8bSvSdFStZSnm7o3agmHuveUlh8qGT7ahVOW4+dxXdrt+FK3A2U9fXGiE7N8wJsHj53GQ9/Og9vTxyEAW0Ua2gqNL5ftx1bj57FjdvJwv3kgW6tMaS9NvvMvPW7RQrV/bNfE1Ye1tjWzTJ+oIpfhxZovWUh9nUdh8SdBzXbTkx+CdELVuUdW+nhkag2fRJcKwYIS4zwj35AzOI1muuVatsUdWa+AO+GdYTig/vPv/UVcgz5bd7+wCxt+Q6dwA/L/hCpUf39fDC8eweM7ac8P0dCz2PKu1/hjSlj0b+jYhVJhcaPK/7C9kMncOPWbQSWLYMxfbpgUJc2Vu9RvcZ3rz+NpnW1FlLeTbrj/5WBj52DPbLmW0uLV3tGKi8kkiIqL0oKa8qLksSa8qKksKa8KEnMlRcliS3lRUlhrrwoSawpL0oKa8qLksSa8kKiYE15UVJYU16UJObKi5LEXHlRkthSXpQU5sqLksSa8qIkMVdelCQFKS9KAnPlRUkilRf3nv835cU9i3khkUgkEolEIpFIJBKJRGLXMS8kEolEIpFIJBKJRCKRaGF2L8k/R1peSCQSiUQikUgkEolEIrFrpPJCIpFIJBKJRCKRSCQSiV0j3UYkEolEIpFIJBKJRCK5T+QwJ7fkHyMtLyQSiUQikUgkEolEIpHYNVJ5IZFIJBKJRCKRSCQSicSukW4jEolEIpFIJBKJRCKR3CdycmS2kXuBtLyQSCQSiUQikUgkEolEYtdI5YVEIpFIJBKJRCKRSCQSu0a6jUgkEolEIpFIJBKJRHKfkNlG7g3S8kIikUgkEolEIpFIJBKJXSMtLyQSK8RduQp7IdNYAfaEo5O+pItgt6SnZsFe8PJxhT1hQAbshbSUTNgLqdlusCcS427CXvAp4w17wp5WzW4lpsGecHVzgr3gnnEL9kK2oRzsiWxH+1mzTD11CvaEcxk/2AvtD8yCPbGr5ZOwF/pmnSvpIkhKGKm8kEgkEolEIpFIJBKJ5D+gAP9/xn5UsBKJRCKRSCQSiUQikUgkVpDKC4lEIpFIJBKJRCKRSCR2jXQbkUgkEolEIpFIJBKJ5D6RnZNd0kX4VyAtLyQSiUQikUgkEolEIpHYNVJ5IZFIJBKJRCKRSCQSicSukW4jEolEIpFIJBKJRCKR3CdktpF7g7S8kEgkEolEIpFIJBKJRGLXSOWFRCKRSCQSiUQikUgkErtGuo1IJBKJRCKRSCQSiURyn8jJltlG7gVSeSGRFBFXFx0eGVMR7VuWgpurHifP3sE3CyIRfS29yNd4c3p1pKUb8dG3ly32De9XHv26lkXZ0s6Iu5GBVevjsGZjvNXrXDi1B5uWf4H4mIvw9C6Nlt3GoF3vB+Hg4GD1eENWJnb/NRfH9qzB7YRY+PiVQ8M2/dCh38NwdHS2OD4jLQVfvzoQXQY/gSbtBxd4T7Uq6tG3tTPK++lwJzUHu09lYduxrALPaVLDEd2bO6G0jw43k3Kw+UgmDoUZrB7r4gS8MNodGw5m4qCNY0ypVt4BnRvpUNYHSE4HDp/Pxr6zBfsZ1qvsgPYhOpTyBG6lAHvOZOPkZeUcHw9g6iDbQ+Xx8Gys3W/7hcTyD+7khsY1neHi7ICLUQYs25qKuMSCX2Je7g4Y3sUNdas5Qa9zwOnwLHFeUkr+vXh7OGBAezfUqeIIDzcd4hKN2HggHUfCsqy2U59Wue2UprTT9kLaqXENR/Ro5gS/3HbacrTgdno+t51sHWPKsaOHsHj+z4iMvAJf31Lo028gBg4ZYbMPZ2Zm4tclC7Bz22bcTrqNqlWDMeqBCWjctLnmuI3r1+H31SsQHxcH/7Jl0affIPTuN9DmdfPL74Dh3T3QtI6LaKfzEVlYuiEZsQnGAs9jG4zs4YX61Z2h0wGnLmRi6cZk3E623r6lvHV49zE/bNqfhjU7Uqwec+LoAfy68AdER16Gj68fevQdgn6DRxdQNxlY8ctc7Nm+EUlJt1C5SnUMGzMZDZu2tFnuT99/GZfDz2PWzytQGK7ODhg/qAxaNfIU42DoxTT8vOI6rsYX3H9MeX5yeaRn5ODrRXGa7ayzkb390KWVN7w89AiPzMC8VddxISLD5rXYPiO6eaJZXaWtzkVk4Zf1d4rQVjqM7umJ+tVdxO+evJCJXzbcsdlWft46vPd4aWzcn4rV21Ns9vuBHfh8O4k+dDHagOXb0hB/s/Dne2gnN9Sp6iie7zOXsrBie5rm+TalY2NndG3mijd+TLJ5TWcnYFB7VzSqkVuWGANWbE8vUlmGdHRF3SqO0LEsl7Owcke6piw6B6B3axe0qucMD1cHRMYZsWpnOiJirdd5zSAderd0QrlSOiSn5WDPaQN2nCh4XGhUXY9uTZ1Q2tsBiXdyxHvk8Dnt9RtU06NzY0f4++qQnpmDC9HZ+GN/JpLTbF/34PFT+GHxclyOioGfrzcG9+qG0QN7FzomEIPRiMdefhcuLs6Y9e4rYtu1+OsYPuVZm+f06dwerzz1cIHXtZd+Y2/vBcdqdeDeaRD0/hWQnZKEjMPbkb5/k9VjnRu0hueAiTavlbx2LgwRF+D71Ac2j8k4sRcpv8+3um9fRBy+2XMG4Ql3UNrdBcMbVsO4pjWs9pu1ZyLw9sYjNn/nrR5N0b9eZc22lMwsjFq4BQ+3qoMBZvussf/kWXzz6++4FH0NpX28MaxHe4zt29VmP46KvY4h09+22F4tKAC/fvyqxfa4hJsY9cIH+OTZh9G0bk0UBdfAcuhwfB0OD30CiTsPFnhshZF9Uf3lx+BerSLSrsTg4sc/IGbhas0xPk1DUGfmC+KvISkF0QtW4vw7s5CTVfR3jeTfT7EpL15++WX88ccfWLNmDapWrarZd/36dfTt2xcdOnTAJ598UlxFwu3bt9GqVSu8/vrrGDNmTN728PBw9OnTB4GBgdi6davmnAcffBBOTk744YcfUKtWLXz44YcYMmQIsrKysHjxYkycqAykX3/9NVatWmVxvjkGg0Gcx3q5fPkyXFxcULduXTzyyCOibPea6OhodO3aVfy/cuVK1KtXz+KY3r1749KlS1iwYAFatrQ9+f2v8epTwahTwxM/LolCSqoR44cF4tPXa2Py86eQnFLwpJnvlsfGVUKHln7YsOO6xf5HHqiIIb3LYd5vMQgLT0bLxr54elIVGIyWE5LIi8ex8LPHUL9lL3Qb+jQizh/Bhl8/QbbRiI79rU+Y1i36AMf3rEXngY8hqFoIYi6fxtbV3+DWjasY8tD7mmPTUm5j0RdP4OaNmELrpHI5HR7u74pjFwz4c38mqlXQo39bRYjbcsT6y6ZBsB5je7pg5/EshEVmon41RzzQ3RUGY7q4jiluLsBDfd2EkqMoBJYGRnfS4UxkDrafyEGlsg7o1lgHnUM29oRan9zVruiAIW11OBCWg/BrOagV5IBBbfQwZhtxJiJHTIp/Wm856WpeS4d6lRxwLLzgyeak/h6oWsERq7anIS0zB/3aumL6KC+881MSUjOsl4mCwlPDKSg6YMmGVOh1VIC4Y+pIL7w/LwlU3jvqlWPcXR3w++50IYA1ruWMhwd6wlGfgpNXcjTt9FA/Vxy/YMBfBzJRNUCP/m2coXcAthwtoJ16uGDXiSyc3ZOJ+lUdMaab7Xaa3McNpb2L1k7nwkLx/luvom37Thgz7kGcPXMK83/+AUajEUNH5I/Fpsz+8hMcOrAPYyc+hMDAIGzdvAHvvvky3p3xGeqFNBDHbFr/B7756jP0HTAYLVq1Rejpk/jxu6+RmZWJQUNGFFimR4Z6IzjICcs2JSMtIwcDO7rjhQm+eO2bRKSm226n6Q/4inZa8Mcd0U7Dunni2bG+ePuHRBitdI1JA7zh7mq7ni6EncZH77yA1u27YsTYh3Eu9CSWzP1GPN8Dh4+zes4PX83AkYN7MHrCFAQEVsSOLX9h5tvP4/UPvkKdkEYWx+/atgGH9u1EmbLlURSmP1getaq4Yv7qG0hLz8aI3qXx7tQgPP1eBFLSsgsd+x4cUgZtGnth635LAerBIf7o1tobC9feQHyCAQO6+OLtp4LwzIxI2JJHpwz1EW3126Y7uW3lgRcnlsKrsxNst5UOeGasL9xcHDB/XRL0egcM7+aJ58b54q3vbbTVwILbikzsy+dbj9U70sXz3ae1K6aO9MR7c5WyWS2LA/D4UA+4OTtg6aY00W8oyD45zBMzFt4Rz7cpTWs5CYH1VnLBStgH+7ijSoAeq3emC8G+N8sy3APvzWdZYLssgz3g6gIs3Zwm6mVAO1c8OdQDMxYl55VlSCdXtA5xxtpd6UhIykaXpi54aphyzI1b2gJXKqfDpD4uOHHRiPUHM8R407e1k2iDbcesC7D1q+kxppszdp80ICzKiJCqeozq4gKDMQPHLxrzlBtju7tg35ks/HUgSwjyvVo4YcoAV3yxPB0GK6/h0+cu4oUPPkPXti3x0OihOBl2Ht8u/FWM7+OG9EdhLFq5DmcvXkKjerXztpUu5YvvPnzD4thV6zdjy54D6NutQ6HXtYd+Y2/vBX1gVXiNfBKZoYeRtn0tHCtVh1vXIeLhTd+7weL4rIuncHvuDIvtHn3HwcHFDVkXTyMnI93qMa7NOsG5bjNkHN9ttSynriVi2uq96FEzCI+1qYvjMQn4atdpGLNz8GCLWhbHt69aHvNGdbLY/u6mo0jOzEK7qtqxNik9E8+s3YerSamF1osoz4XLmP7Rd+jeugmmDO+HE+fC8fWSNTAaszFxYA+r55yPiBZ/v3n1Kbi65C9SuTpbLljFJtzE0x/ORnJqAVpAM1yDyqPFHz/Byde70GPLD+6BRgs+weWvF+D6hl0oP7AbGv08E9kZmbj225/iGLeqQWi5fi5u7j+Oo6OnwbN2MGq9Ox1Ofr44/cSbRS6X5N9PsSovdu/ejTfeeEMIxaaawnfeeQdubm5iX3Hi4+MjFAXHjh3TKC927dqFgIAAxMTECCG+WrVqeYqG48ePY9q0aeI778fLy0v8v27dOqHIUJUXRSEjI0MoQ65du4ann34ajRs3Rnp6OlasWCG2f/TRR+jfv/CX69+BCpgNGzZYKC/CwsKEEkWipW4NT7RpVgovzziHg8dvi22nwu5g8dcNMaB7WSxZfc3mudUqueHJiZVRK9gD6RmWs6ty/s4Y1rc8vp4bgd83KZYWx8/cgX9pZzRr4ANz24stK2choHIdDJ/ykfhes0F7GI0G7Pj9e7TpOQ5Ozq6a41Pv3MTh7b+h54hn0b7vZLEtuF5r8XfDb5+J7R7efuL72aNbsW7R+8Lyoij0bumMmOvZWLxJmRmHRRrFhKp7M2ehnMiyMpns15qTWgNW787MO8fdFWL1x3TyU6+qHkM7uIhVqaLSqYEOsTeB1XuVWRyVEToHHdqF6HDgnNHq5LZLIx1CI3Ow8Wj+OZx08VpnIoxCqIlJ0J4T4AehuNh6IhtRlrqoPDg5bVjDGV8vu4Mzl5R7o+XFe1N80LGJC/7aZ91qp0ltJ1Qq74i359zGtQSlXNHxd/D6ZG80q+2Mg6GZCAl2QsVyjvhwflLe6ufZKwaxWtyjpStOXsmfhPRS22mztp26sZ1OWG+nvq207XQut53Y5pp2qqLHELaTc9Hb6ZdF81C1WnVMf15ZyWzSrIVY4Vz+6xL0GzhUKHFNiYuLxY5tm/HIY08LCw1Sv2FjhJ09g/V/rMlTXmze9Bfq1KuPh6c8Jb43bNQEV2Oi8OfvqwtUXgQHOaJxLRd8vvgWTl1U7vdCZCZmTi2NLs3dsG6X9Qlm83ouqBzghNdmJ+DqDaUSo2INeOdxP7Fv/ymtxNi5mRsCyugLrJtli39ClWo18eSzyvuwUdNW4t2z+rcF6D1gBJzN6iY+7hp2b9+IB6c8Iyw0SL0GTXE+9BQ2/bnKQnmRmHAd877/HH5lyqIo1Krqihb1PfHuNzE4GqrUQ2h4Or57uwp6d/DB8g03bZ5buYIzHh7uj+qVXZGRaakdKO3riF7tfTBn2XVs2K2Mq8fDUjH7jcoY0r0UFm+yfD6otGBbfbroZl5bnY/IxMfTyqBrc3f8vsv62NW8riuqBDjhldk3cPW60laRsVnCsqJFPVfsO6X9LbZ7QJmCp0gU9hpUd8LsFckIvaw8E+HRBrzzsDc6NHLGhgPWNQaNazmhUjlHvDs3CbHq833diFcnegmB89BZRXD0dHdA/7auaNfQBcmFKIlYlvrBTvhmZQpCr+SWJSYFb0/2QoeGLthw0EZZanIc0eO9eXcQm2sNFh1vxCsTPNGkphMOh2XB19MB7Rs4Y9m2dOw+mTtuRxjwxoNe6N7cBb9s0go8PZs54eqNbPyyNXfsiMoW403XJk7YddJgdRymlcbJcCPW7lXu/XxUNtxdHNCzuVOe8qJLEyecjTBixc58wfr6rRw8PdQVdSvrcfKS5YV//nUlalStjNenThHfWzVpAIPBiIUrfseIvj2FRYUtLlyOFMeV9vXRbHd2ckJIreqabWHhl4Xi4pExw9GwjqVwa4/9xt7eC+4d+sMYG4WUNXPF96xLZwCdHm5teyP94FaakGqOz0lNhjE1WbPNpXln6MsEIGneTLGfGGO0c1p9+UpCcZG2bTUMUeFWy/LdvlDUKuuLd3srln1tqpSHITsHcw+dw+gm1eHK1QMTSrm7iI8pvxy7iMuJSfh5ZCfNvh3hV/Hx9pNIzSzcEkXlh+V/oFaVILzzxASlPI3qinfmvDUbMap3J6sKifNXolHWzxfNQ2z3x+zsbPyx6yC+XLSKNVq0wjg4IGjcINSZ+SJQxOat9e4zuLZ8Pc4+96H4fmPTbjiV8kGtt6bmKS+Cn38YhjspODzkcWFpcX39ThjT0hHy5eu4OOM7pEfZnmf/vyCzjfyfBez09vYWSoqDBw/it99+y9tOAXrTpk344IMPxDHFTevWrXH06FHNNiolBgwYICwvqMhQCQ0NRWpqKtq2bSu++/v7w9VVERRzcu6+Q3755Zc4d+4clixZgsGDB6NKlSqoXbs2Xn31VQwaNAjvvfceUlKKJkT+nftev369xfY///wTzZo1uy+/+f9Ms4Y+wt3j8Allgk1u3zHgROgdYSVREC8+Xk2Y4j71eihuJVm+rNo1L4XMzGys36aVgt/7Mhxvf37Rwv3jcthB1G3aTbM9pHlPZKSnCCsMc9LTU9C880jUbtJFs71MgKKUS7weJf6mpSRh8ZdPoWqt5pj4/BwUBic51YM4YdTe0/GLBmFmTsHdHD8vB5QtpROTVPNzaAZcxkd5E7o5c8XGFRdjjPhubdFWAlieyuUcEBalnaydjcwWCpBK/pZvWbqElPHmOdrnl8oMmi77KbpJC3o31+P6bWB/WCHuKFWdxAqoOkElNKG+EGVASDWnAs+jCbyquCD8nxPWkGqKQEUT/J3HMizMtuMSjKIuNe0UqMcps3Y6EW67nUrlttMpM2HghFk7uToDk/q4IvyqEd8XsZ2ysjJx+uQJtGrTTrO9TbsOSEtLFVYY5vj5+eGTL75Fxy75/V6n00Gv0wt3krxrZ2bC3d1dc66XlzfuJNk2tSchwS5Iz8zG6fD8a9EF6tyVLOEOYot6wc64dsOQp7gg/P/adaNwTTCF9Ta8mwfm/X6nwLoJPXUMLVprV25bte0s6iYs9ITFOaX8SuP9z+egfeeemrrR6fWiPqxZaTRo3AIhDZuiKDSq4460jGwcP5uvwElKNuLMhTQ0qetR4LlTx5cXY9+Ln0Th9h1LSahBLTc46h1w4ES+AGIw5ODI6RQ0qWf92mwPW23VoIbttuJ5oq1yFReE/7OtzM/zL6UXVhnzfi+439Sp6oSMzByhNNQ839EG1Cvg+a5bRXm+VQGU8P+4hGzx7Kv0bOmKOlWc8MOaFJwOL1jQoeuYKEuEZVnqVnUs8LzYRGOe4kKUJVEti3JerUqOwiLjxMV84ZEKiNOXsvKOMR1vggN1OHVZ294c88V4E6CzPt746nDayjnqeMMR50KUEftDtfUQn2v1wfHanMysLBw7HYYOLbV9vXPr5khNS8fJs+dt1ktWlgHvffU9hvXtjoqBASgIzv8++2EBqgQFYmT/XigMe+g39vZegN4RjpVrIvPcMc3mzLNHhBWFY0WtssgaDh5ecO80EBlHdsB49YrN4zx6jYbx+jWkH9hsdX+mwYgj0TfQObiCZnvXGhWQkmnA8ZgbhZYlISUd3+4NxbAG1VCfqx253EnPxHO/70eTwDKYNViRJQqD/fhI6EV0at5Qs71Ly8ZISUvHibBwm5YXNasEFXjtC5FXMeOnpejboQXeflxRjBSGd4NaCJn9NqIXrcbxiS8Uerxb5UB41qqK2DVa959rKzfAo0YVuFdXXGb8u7dD/F87NC4isSvWw0Gvh38P7XxB8t+mWLONdO7cWSgFPv74Y9y4cQPJycl49913hdUDFQJ013j44YeFBUK7du3w7LPPCpcSUzeP1157De3btxcWAxTA+T0tTRkcDxw4ICwp6NJBdwe6c1CruHr1auGWUr9+fXHu+++/nzfh5TXoShEfH59nDXHo0CFRHpaBigwVbi9XrhyqV1cGUbqN0PWCH1qWqNtYDhWWhe4wDRo0wLhx43DlijKg0s2EFhYsI608zKF1x48//pinHFF/yxTTbXRTGTt2LKZPn44mTZqIeuW+7t27CyVI06ZN8fjjj2tcQyIiInD27FnNNf/66y/hMmMK62rmzJno0qULQkJC0KJFC0ydOhWJiYliP+uPZaEiavjw4eIYHvvrr78W+RokMjIyr/3ZTnPnzhXlN71v1hnLzvrk3/nz54s2Ni3H999/L9qP7jHsY/eCSoGuuBaXAXOl6dW4dFQM0Fo6mDNj9iVMe+ssLkVaf4lXr+yBmNh0NKjjhe8+rIcNi5oJi46+Xf0tjk2Mj4LRkIUy5bX+kaXLVRJ/r1+zfGH7+Qdh4MQ34R+gddc6e3QL9HonlClfRXx3cnHF1BnrMOzRGfDwKoXC4ESFgsd1M5PhG7eV75zkmFPOT9lmcc6tHM05XJCYsTgVSzZnICWtaIpBxqtgeRLMZMPE3C5Q2opu1D93spWQpP2Nm3dybE6IGR8jqIwDNhzJRmE6y/Kl9bhxy2hx3PWbxry6sHUe41eYo5ynz1v5XLJRaxFAs2xaZFwzEaZL57aTOsm3aCcTRYcK/dTF71mco22nLLbTEqWdOPkuCrHXrsFgyEKFQO2kKiAgUPyNiVGUaaY4OTmjes1a8PDwFM/79evxmPP9LMTGXkWvPgPyjqPVxrEjh7B96yakpCSL/7du2YhOXboXWCZaQ1y/adme8TeNKF/A6nuFMo5W4yzEJxo1FhbsRZMGeeNQaIZG6LY4L/aqqBu6fphSroJSN1ejI63WTXCNOnDPrZsb1+Mw/4cvEBcbg269B2mO3bphLS6HnxNWGkUlqBxj8GRZjH2x1zMRWM62soB8sSAWr3wejYir1u85qLwzUtOMuGWm2Lh2PUtYZVhbtaU1BJ8D87bi81JQWwXYaKu4RIPmPBqFPsS2OpORZ9lhC8YJ4HNk+Xxn5z1DVs8rrbMa24DPW1mTcWH3iQy89VMSTlwo3N+7nK2y3MoueKzx04nyWiuLeg8cj+jKQCWR+TG+njoRa0OFY6byXsi5i/HGwfp4k6R89/d1EGvCv+/Lwpkr2jakewmJtXIPV+PikWUwoFIFrcl+YEA58Tfyqu2V3LnLVgs3tsmjFGumgqDFReiFcDw96QHoqRUoBHvoN/b2XtD5loGDoxOMCVpb0+ybigygL620WUG4degvFElp29fYPIYWF45B1ZC66TdqnaweE3M7BVnGbFTmpMKEir7K94ibhc8rv993VliYP96mrma7q5Mjlo3vjnd6NYMvV2mKQEx8gtKPA7TWchXLKXPEiGvWY6Odj4gRSrpJb3yKtuOnoeeUl/H1L2uE5ZFK+TKlsPLzNzF93FC4MkBJEUiLvIbttbvj7PMzYEwtPOYb3T9IygXt/DQ1PELZX7MqdK4ucK8ShJQLWiuZzBs3kXX7jjhGIimxgJ1UNuzbt08oMGhp4eHhgeeffx5xcXFCiUE3iZdeekkoJCiQjxw5UrhkcDWN23ncrFmzULp0aWEx8corrwhlguquwZfNjh07hODMa5w/f178JmNpUOClgoRKkVKlSglhnkK9s7OzcB3p2bOnUFBw1YoC9K1bt/Diiy8KwZvHHD58OM/qwhQK+3fu3BHWI1R20B2FFiZ0O2EZqcDgNV544QVhVcEYF1FRUeL6VDRYg0oSfu4Gln38+PEifgbrgb9NhQAVM1Tg0CVFhVYlrA9aX9SpU0dsO3nyJJKSkizuke4r27Ztw4wZM8R5tBahsubbb78V96NCtxnGD6lZs6ZQPLz11lto06YNKlasWOg12FZsQ8ZD+eWXX4TS4e233xb1pMI2/eyzz4R7EctOSxgqadgnWLcqjDVCpQav6empffn8XTzc9EhJs5z4cuLt7l6wGfjlqIJXHny8HVHGzxkvPxmMBctjEHk1DZ3blMYzD1sO1ulpimTu4qa9L2dXZZUyI61oypozhzfh2O7VaNXtAbh5KCaxDNxpruAoCK7OiDKZze8zcr9z9cX2OdpJQ0ZWjmY/XTXizSa/haG+dzPM5mvqd2vv5b9zTus6OkTG5yAivvDy0b/evH7U+2echILOi7+Zc9fn0b+Zyo3vVuX3A/pHm7ZLUdqJv6/+XmHtZC6kFEZqqmJN5u6uXVl3y7WYoHVbQaxcthSL5iuWQd179UWDRvljaPuOXXD65HF88YlimkoY0HPyo08UeE03VwekZ1gKBbRuUevC1nlxiYW3U/dWbvD31eOrX/Itt6yRmqK0m5t53bgpdZNWiDvX2uWLsHTB9+L/Lj0HoH6jfCu66/GxWDjna0yZ9gq8fQq2FjPF3U0n4lyYQ2HWrZB4EJE2lBam42qqtWvnbmPdc4VaUx5XB6sxAWiNUVBb8TxrQXLZVqbn9WjljjK+enyx5FaBZVfLxz5yt88pnx9rQijPK+ecX6eFBfW1KItZXRHWn/q8Wi0Lx5pbVsqSxXtQykIZy9q11W0cY9THR71v83bLG1MLfC+Yl1273xwqSvq1VlwfwiIs7yE5RXn3uru5aba7uykLDik2/PvPXriEpWv+wqz3XhEuIoWxZPWfqF+7BpqEKHOp/4d+Y2/vBQdXpY1yMrVtwpgVYr+LW8Hnu3vBpUFrYU2Rk2F7zuXaugeyoi7CEGHb6iY5153Dw1Qrx37j7JgXaLMgElPTsS40AmOb1oCXWUU66XWoYsuk01Z5cvupR26/zSsP/VtZnjRLBcKtpGTEJ94SriVPjxmE8mX8cOjMOSxYu1kE5nzvSUVm8vH0EJ+7IevmbfEpKo4+ynzVkKSdn9JFROz39oSTj5fVY9TjeMy/gZwcmW3k/1J5QcGeQu2TTz4p4i4sWrRIxLvgann58uWFokHliy++EEErKWDTQoFCdfPmzcXqOgkKChLnU0FhyqRJk4QLBtm8ebPQflJgrlChgvj89NNPeUItLRuoqKCgT+UF3URotUFlBa0yqHSgUoBCOI+hcG4Or6HGvqAriQrvj0oT9bdGjRqFzz//PM+KRK2PewljZ6hlUd1hqKShAkG1TlCh5QIVArTWUK0uWAd6vVYYp8VKr1698txJWJesD/N6p/JBDQbKa1JJc+LECfHbhV2D7iq0wqCVha+vMrGmgmvgQMW/nXzzzTd47LHHhBUN4XVVJQetOFSoBFOtY/4uXMHWfrc9ofinY5GjowN8vZ3w5qcXsPvQzbyYF8w6Mn5oILZfMPmtQpb6HRwKX/U5c2gjfvvueVSu2QQ9Rz73t8tdWKB2a0X9O+fYU3mCygAVSjtg6Q7rAVrNu0lB1y/oXv/OeUM6uaFrc1eRbeT4+Sy4eTjZZTsVlipMV8iPN2/ZGnXq1kNo6Gn8tmQBMjMy8mJnfPjO6wgNPYUJkx5BjVp1EHHlEpYuno+PPngbL7/+Tl6sJct2crhv7cRV68FdPPHNb7dtBuJTyS6kYhm/pSCatmiHWnUbCPeSlb/ME1lIGDuD48Z3X3yARs1ao2Xbznc39hV4j//Mf7fQZA85luW5n88UrWWGdPHErF9vWbQVzy/J51tzvrU+jL93zYLaV7W2KSwrh6lVTqFNeo/GG1pjPNLPRQSpXLAxw6q3fqHvSys3n5GZife//gHD+/VA3RrKinFBnAq7gPOXruDDl6Za/w0r91dS/aao1yqZ93dhFy/4veHSuJ0S2PPgFpvH0OLCMaAy7vz2zT8ahxUnJtusPn0FxpwcjG78z+ahRS6PlbpzdXXGrJefQMWAsqjgX1psa1q3BpwdHfHtb+sweXAvVA0sWsDmf4qD+SBubU5Q6DEyVoSkhFOlduvWTbgOUIBt2FDx4eIq+oULF4QiwRS6cdBaQhVKmb2DK+t0v7h48aIQxtWAmiqq4oLQ/YDXHDZsmFB2qO4E/H0VKinUrCC0nKCSgdAyhCv8dAMpU6aMUDhQ4C4qtA4xXfnn9VTrB/pwE1pf3Cv4e6riwlZ9mEJlAi0iGKSTCiEqL+jaYQ4VCHv37hWKGNY7g5gyqKd5bIzg4PwXvVoOuscU5Rpsf1pdqIoLwvgf6nWo2IiNjRWWF4wVokIzafYR9gM1yF/lyoWnnCqMTUtaaL7v2J+IUj6WKzDutMhILTjTSGGkpRmRnZ2DA8e1feHQidto0cgXLo7ZyMh1S3XNtbhgfAtTVIsLV/eCtdN71s/DX798jKp1WmDs1Flwctb65d8N6iqZuXWCutBga2VJOYcv25xCLTLuBnVlL3dxJA+1fOlWFksybNyDLYuMupV0Qqi5GGNZzo71dej4gNbd5khYpkilaQ7vtyBBlvusrTZaO49xwyb08UDzus5CcbFye5r1dnK23k6MdG+O2na22qkwIbwg3D2UVR7GcLBqkZG73xaVqyjWQfXqNxQZOBj8c+yEyUi4cR1HjxzEE08/KywySEj9hihXPgDvvfkKDh/cLxQfZUp5Yc4bWh+iQ2fS4eOht7rSaCt7hbiHdBvt5OIg9nFOOXmQNw6fSceZ8EyNoGhNGFatUdLMrE/U724eBT/fFaso70IG6WTdMPjnqHGP4PCB3Yi8Eo6PZy8QwX0FuRNifqfSkxaH5f3cseKrMppr7j16Bz5ellMFWl2kFhJEsjB4vjXrDVp7kC4t3DCgg6dFWzHlqUV5XHRWrTjyfstGWynn5Zi4i6TjzKVMzVya+wZ18sDAjtqyHD2XCS93a2Up+PkWK+w2nu+ijIG927iibxvtKuzR81nwsjbWuBRhrLESFJkr8+o4wDHCat2ZjNt6J7Mx3ux4dfyxaommjjc2xijzOgmuoMOEni5ixf/btcx+Yv3+PNyV1XqazpuSmruS7WkWH4f8uGSFEBYnDh8kVq1NnxV+1+t0GmFx+76D8PL0QOsm2ngEBbZVCfUb7bXs672Qk660iYNZwHEHF1fNfls4126CrEuheUE6rR/TFNlpKSJLSUF45lpcpJil52S8C7G/EPeKzRdi0KpyOYsAnn8Xz1zLodR0bSBX1eLCM7efm8IAni0bWFoCtW0cIpQXFyKii015YbitWAw7emnf7ao1heF2cp7Fhfkx6nHqNSSSElNeEFpb8GMqhNLK4s03LdPhUIDl/kcffVQoOPr16ydcNRj3wpolhGmkev7P7CYUjqmY4GfKlCkiICbdHFTlxezZs4WLBRUijHWhwv/37NkjXDjoXqEqHYqCuQWDKbQaoEKE1hHmMSYIFTaMzUHXiho1aljsZ/R5c9T4GEXdTiuURo0aCcsWmmrT1YSWLVevXtUcRzcNxrNgnTFmxRNPPCGsV+iuYQqtVWytfBR2DdaVGrvCGuo+1oc1BRLjhqhxS2zd793w2CtnNN/bNvMVmT84ZzFVggeWd0XE1aKnlrJGTGyGsOxwcnRAVq75JaE/KjHNlupXthJ0Oj0S47S+7wm53/0rWF8pYjv8segD7Nu0CA1a9cXQRz4QbiL/BPrGMm1YGZHGNF+BUybXVzbOituDavJaxtcBpjGvlGvcnZm0OYl32E9yLIJsqt9vWLFyvJE76WUgsliT8jKwKLme68urUiPQAWHRORb+/+TIxWzsOaadODWq4YS6VZ3EOo3pKWVL6a3635v67zOTiDk878o1g2ai+eRwL5Gi9rfNqdh6JKPo7eRTQDvlmpEzronVdrJiulxUygcECkH52lVtKl71e1BFS+VjfFwsThw/io6du2nGmWrBytiYmJiA+HhlLKldN18xTeqFKEJFVOQVoby4lZSCb5drx8/GtV0QUt3Zsp389CLIoy3YhswKYw5ddy7FZInML8yOwU/bRtoJ5oCOHuJz5nIiMg1KfZYTdaNH3LVo7e9cVb4HBlnWDd1BTh0/hHadesDZRBlZJVixULyZeAMH9mzHnaRbmDIuPz6IygMDO2Lo6EkY/sBk3Lidjk9/0gaja9nAUwTtNB/7AvydEB1XsFtIYcTEZQrXEW9PvQgCqlK+jBPiE7Kw9VAajoZp+3QTta3MyqO0le1nKjbBgMrlLYUOnnc5JkukYw4OckZwENDOrK1UpcW3K5ORlJL/o8wYwcCI5v2GwQtNA2Caw3GuYlnL+YF/KR0irhWuDN9zIgNnTIIAi7IEO6JOZUerZSloXOWzXNHfsiwcx9VgwByPKFh7ujloYhjwmITb2SLGgaq8oCJBGW+0QrY6dlhze1BdBMt46zTBb62NUUyXOqqLszhnzh8ZmvYwJ7B8WaFsiInVzlWic79XDtIGZCTb9x1C7PUb6D7GMu14p+EP4pUnH0afLu3ztu05fBztWzSBo6OjzbY6Ha4Vgkuq39jze8F48zpyso3QlyoL09rS+SlxHowJsTbPdfDyhWNAJSSvsW11QZxq1EfWueOcKBR4XJCvB/QODoi+pV0kirqlvN+rFuD2EZ+chnPxtzGm572xuhDlKVdG9OPoWG1Qd/V71UBLF/PIa/E4fOa8SK3q5eGusSwivt5357ryT0g+r8SxcA+ujKTj+XH2PIKV91lyWDiMKalIi44Vx5ji7O8HJ29Pccy/Ac5RJf9nATsLggI6BXYKoVw554cuFYwjQdcCBpbcuXOnWHV/7rnnRODPSpUqCYVDQaaBjH/BGBkM5PnII48IRQZdK+imoEKXBgq83EdrEFoAqNBSg5YJjHdRkNVFoSZvZnDyTmsQukkwVao5c+bMwalTp0R5VBcU0+CTDLZ5L6D1BZUKtLrg/yyXKTdv3hSuJVQqUXFA9x0qcWg5UVST4aJcg1YWvCdTSxT2B8YSUa1KqDhiDAy1f/Bz5swZ4V50rzl/KUXzOXwyCR7uejRvmO/mw9VIBtk8crLovn/WUC0uGOfCFKZmDY9I1aSVo6VElVrNRMwK0/o/c3gjXN29EFStvtXf2Ljsc6G4aNtrIkY89vE/VlwQlis8xoiGwdpJG79zBSYiznIyxcBenDQ1qm52TnW9mNQm5gbK/DvQz5ZxKOpU1PZhfueqVEyC5bUZd4vBOetW0j6/dSo5iEn4bZO5CxUF9LGOum69jMlpTL1o1HyYZYST/rq5GUIIBYDqFR01GUjM4T4GZwsonX8v/J9m7aGXlakdV+2fGOaJKgF6zFmbYlVxobbTpatGIdyY0iC3nSJttBOFkoZm7dQgWC8msGpA078DlQ9Mbbp/725NH963Z5ewuqhZs7bFOdfj4zD7y0+wf29+9idy/NhhODo6ITCwIoIqKkFrQ82ylYSFnhZ/aYFBDMZsoQAy/dAqgivwFIpVvNwdULOyk9hnC+4L8NejgklwTv5fwd9R7Lt1Jxvv/JBo8SE7jqSJ/7NyFRdK3bigTkhDHNy7Q1M3B/ZuFwE5q9fUBn8jN+JjRQaRQ/t2arafOnZQ1E1AUCU8/OTzIiOJ6adJ87Z5mUq69hqQVzfhkRmaz/GzKcLCrHGd/AkwlQ11q7tpMpD8HU6EKee3buSpcaNrFuIhUqay/q5cNWg+p9W2Cta2Va3KTjgdbv0ZIKfVtjIR1Pl/oL+j2HfzTjbe+iHB4kO2H0kV/zM7BJ8X9RMWkSWe7zpVzZ7vIEeEXbHtF3/2ShbKldaJZ1xFed71Yl9h3E5RnlvTD7OMiLJUMStLoKMmA4k5YVcMSllMAj7yf5aFQYHFMbl/qYw1tfhixiR1n+l4c/ladl4gTZUG1ZSgn5HxloIjx9qEpGwxvphSv5peBIdUx5valXQY3dUZEbHZmL0qvUDFBXFxdkbDurWwY/9hzfO0fd9hYXVRt4bWapfMfGU65nz0luZTs1oV8eH/bZvnpx5OupOM6GtxaFC75l21VUn1G3t+L8BogCHyApxrN7awqMhOT4XBLN2pKY4VlDm7IVqbnc0UB1d3EfQzK7pwIdjFUY/GQWWw9eJVTb/ZeuGqsLqoV952QPPT15TxvWEF7Xzun+Di7ITGtatj26Hj2vIcPC6sLuoFW1pX37iVhA9/WorN+7XZWzbtOypiZ9Spqg0KfT9JDY9E6qUoBAzJz4hFyg/uIRQbaRHKwsWNzXtQtk8n6ExijZQf0hPZBgNubNtfbOWV2D8lZnlhDl1CKOBSMaFmxaALAwM7MgAk3Q+o2aaQTSGWQu53330nspGYpsozh0I/rSrovkF3Ebp+bN++XeOewlV/WhwwkwUDhppCtxH+Ls9hzAVbqOn5Tp8+XeR4C7QAYYwN3jtjNjB4J++LASsZYJPxMdTr0kJi2bJlopwcvGg1Ys3S4W5h3AsG0aTVAi0hzGG90fJly5YtwtKFbi+MM0KlgeryUxhFuQataRigle3PD49hal1VMcQPM5GwTmgxwgwu7BuMn8J2vRd1URCnwu7g+JkkEVTzx8VRuJ1swIRhgUhOMWLtpvxIz5UDXeHkpMPFK0Wf1DPd6t7DN/HYuEoiQNqVqDR071AG9Wp64o1PLqBRR21/6jRwCubOnISls6ajSYchiLxwDLv//Bk9RjwDZxc3pKclIz7mIkqXrQQPbz9cjTiLXX/MQWC1+ghp0RNR4dp0i2UDq+e5o9wtmw5n4bFBrpjYyxUHzmahSnk9Ojdxwrq9mWI1jtaVamT1lFzL3Y0HMzGmuysYS+30ZQPqV3NE4xpOmL++8KjVhbHrdA7GdXXAsHY6HL+UI7KCtKnrgC3Hs8VkjS4l/j6K0iI1V87ZeTobA1vrxffz0TmoFeSAepV1WL5bO3kr56uNrF4ULkYbcC4iC5P6eQh3DmZO6dfOVUwOmebUVDFBS5uoeGOeu0nv1q54crgnVu1QLHsGd3RDdLwBR8KUSWqnJi6oUdFJXIeCl3lqu1gTndrGQ0o7TWA7hWahaoDSTn8U0E4bDmViTDdX8Z2rvCFV7107DR81Fm+++jw+/vBtdO3eG2Fnz2D1il8xbuLDcHF1FS4kUZERKB9QAT4+vqhTrz4aNmqKH7/7WrhQcPuhg/vw17o1GPXABHh6eYlP67YdMPfHb5CSfEfEvIiKuCJiXgRXr4lWbfJXS805H5mFs5cz8fAQbyzblIyUtGwM7Ogh3Am2HU7TKCYoXEfGKgLbwTPp6NveHdMe8MWKLYpyeWhXT0TFGUS2Ci6ymFrKmCIE82sG5JitIQweORHvvzYVX8x4HZ2698X5s6ewbuUSjJ7wWF7dxEReFlYa3j6lRIwLBuac9/3nSEtNEduPHtyDDX+sxPAxk+Hp6S0+5nh6e0Pv6CQylRREaHg6Tp1PxbQJ5bFg9Q3cSTFiZJ/Swl1u/a7bmswhtB67HG1bgWDO9ZsGbN2fhElDywg3g6vxWRjQ2Rcebjqs2sT4P5bm0OcjlLZ6dKgPftuUjOTUbOHSwbaipYapYoLPVF5bnU5H//YeeOaBUli2WWkrpkONissS7cjFWCpHrKEqUTw8tc/YxWij6DsT+7hj9c508Xz3aeOKVD7fxzM1AibLEp37fB89l4WeLbPxxFBPrN6plHlQBzfEXDeKfX8HKpLPRxkwoY+bUpb0HPRprZRl14n8NuFzTsVD9PXsPHeTHi1d8PgQD6zZpTzbA9u7aspCoXT/mUwM7eQqxlAqmjs3dREC+KbDlu29+UgWHunvgnE9nHEozIDK5fTo2MgRf+7PyhtvmAElwWS84btkVBcX0Y7MKFKvql4ouRduVK7PMg/v5Cxc+TYfzbLIoHI7mcpmy7F5wvCBmPbWTLz+ySz07doBp8Mu4Jc1f2LK2BFwdXERQTsvR8UIK41SPt4Irmwp1KkBPmtX1yo7wiMVi6gqFS0tOArCXvqNvb0X0nb/Ca8HpsFzyCPIOLEHjkHBcG3dHWlbVzFPPCOTQ+8fIDKQmLqH6MsGIseQheybtlOY8hiSfd12hhlTJreohcdX7MaLfxzEwHqVceJaAhYcPo+n2oXAzckRyRlZuJx4B0E+Hhr3kIs3kuCs1+VlJrlXTBrcE098MAsvf/kz+ndqhZPnL2Phui14ctQAuLo4i6Cel2NihZVGKW8vNKpVDc1DauHLxauQkZUlXET2HDuDXzfswLSxQzTWGPcaun541q0ulBbMFkIuvD8bDX+agazEW4j7fSvKDeiKCiP64OiYaXnnhX8yBxVG9kXzdXNw+Yu58KhZBbXefQZRc35DelTR2k3y38BulBd0o6BA++mnn2L06NFCoUBhntYQqqsGhWwKuAwEycCYnTp1EkEi1XgV1qC1BN0vfv75ZyH40sKiY8eOInOJKWrcC/NMGywH99GCg5lJbEGXFwrijJfBQJNFgW4zvGeWjWlR6a7B8tFKZOHChZqYEhTS+RkxYgTKli0rlB2MAfFPoTsM65nXooLEmvKH1i6seyp2aA3DgKbPPPOMCLKqpqktiKJcg3VBaxMqLHiPPIbKHSo4eL4aiJVuQKwbXotuNzyWljTFwZufXRAKhkceqAjGzTtzLhnvfHFRKDBUnp5cBeX9XfDAU1oFQWG88+VFEZxzWN/y8PVyQkRMGt767AL2Hb2FRh21xwbXbYXRT32JLatmYfGXT8K7VDn0GvU82vV+UOy/eiUUP304AUMf/gBN2g9GaK6VRsylU/j+ndEWvz355fmoVkcb46OoXIg2Yu6f6ejd0hmT+7riVnIO1u7JxPZjykSKJq5PDnHDkk3pOBiWK0SEGeCoT0fnJs5oWddRrLot2piOYxdsrw4WlStxOfhtZzY6NdBhRAcH3EkFNh3Nxv4wZVIb4OeACd31WLPPiBOXlG38q9cZRRaRxsEOQrGxaq8RoRHaibCHa65f711ayn+/KgXDurphSGc3EYwyPNqAH9fcERNVldE93IXZ+qvfJYnvVLR8+esdjOjqjrE9PYR5b+gVA5ZtSc1zWWlcS3kuOjR2ER9zps/Kn9xdjDFi3l/p6NVCaSdO9H9nOx1X2imI7TTYDUs2pwthgxxS26mxM1rWUdpp8aZ0HL/4z9uJGUJefPUt/LJoPj589w2ULlMGEyY/ikFDRoj94Rcv4PWXnsFT019A1+6KRdhLr72NpUvmY8WyX5CYkIAKgYF47Kln0L1nvtvdMy+8imVLF2H9n79jycJ58C9bFl2698LIMeMLdOMjs3+7jVE9PDGiu6dwSbgYlYVvlydpYl6M7eslMlG88GVCXjt9svAWxvTyxIR+XqARBS0ulm5ItupaVBRCGjbF9Jffx/IlP+HT916GX2l/PPDgE+g3RHl2L188h3dfeUpkDenUra+om2de+QDLf5mLNcsX4WbCDZSvEISHn3wBXXpolfF/l5k/XsODQ/0xYXAZUTdhl9Lxyc/XhZJH5dGR/ijr54RH37RM11wQ3y6NR3KqEYO7lRLK2/CoDLw1KwaxN7LgU8Z6hoGvf72F0T29MDK3rS5EZeGbZbc1bTW+r7doq+e+uJHXVh8vuIkxvb0wsb+XsNRiWy1Zf6cwK/IC+WFNKoZ2dsXgjq5CyX4pxoCffk/T+P+P7OaO0t46vPFj/vP99fJkDO/shjE93GE05gjriBXb0v52vyE/rk3B0I5uGNzBTdTLpasG/LwuHWkm+oWRXd2EO9ObP93JK8us5SkY1tkNo7u7ibGG1hgrdqRryrJ0c5qo327NXYSiKSrOiFkrUnDDSqaSizHZWLAhEz2aO2FiLxehVPhjXxZ2nFDGjiB/HR4b6IqlWzNw+Jzy/uRfR30mOjZ0RPPajkhMysGSLRk4Ea7sr1JeB5/cWCeP9ne1KohvPGwpwDetXxfvPf8Ufv51FV6Z8SXKlC6Fx8ePwuiBvcX+c5eu4Ok3PrRwBykKibcU5Z1XIXF67LXf2Nt7wXDlHJKXfy9SnnoOfwzZd24hbfMKkUGE0DXEe9yzSF47D5kn9+Wdp/PwQk56wQtGOg9FgZttFi/MFi0qlcVH/VuKlKfP/r4fZT1cMbVDfYxrqrgqhsXfwqPLd+HNHk0xoF6+q0NCajq8iphy9G6gImLm9Ifww7I/8PynP8Lfz0dkERnbTwmSf+5KFKa8+xXemDIW/Tu2Eu+Fj6Y/hB9X/IVf/tyGG7duI7BsGbzy0GgM6lL02H1/B+/G9dB6y0KcmPwSohesEtv4V+fijGrTJyFo4lBhiXF84gu4tuyvvPNSzl3Cgd6TUGfmC2jy61dC8XH5y3k4/9ZX+LdQWMBySdFwyPmn4cIlknsAA24ykKdpvBHGw6CFBZVV5sFB7zddRx2EvfDY9OK998LYffCfmYrfS/z8/nl8k3vJ1Wj7CSqlZhuxFx7p/c/cq+4lHy+yn7p5aozdeG8K3vlSWSmzB3zKWFqMlCQenvcmAN+9wFqmjJLE1c1+nqkXOxQckLE4eesvJfaMveDsajdrlnj91rOwJ5zLFD2m3f0mu0UX2BO7Wj4Je6Fv1jn8v9JpWL7SzZ7Yvrw1/p+wr1mT5D8LM4YwJgldVxjXggFWGYyVmVKK6p4ikUgkEolEIpFIJJJ/J/ajgpX8p2GaVaZBZRyTr776SrjP0F1n7ty5eW4jEolEIpFIJBKJRPL/Ro7MNnJPkMoLid3AbCf8SCQSiUQikUgkEolEYop0G5FIJBKJRCKRSCQSiURi10jLC4lEIpFIJBKJRCKRSO4TOTky28i9QFpeSCQSiUQikUgkEolEIrFrpPJCIpFIJBKJRCKRSCQSiV0j3UYkEolEIpFIJBKJRCK5T8hsI/cGaXkhkUgkEolEIpFIJBKJxK6RyguJRCKRSCQSiUQikUgkdo10G5FIJBKJRCKRSCQSieQ+kZMts43cC6TlhUQikUgkEolEIpFIJBK7RiovJBKJRCKRSCQSiUQikdg1Djk5OTL0qUQikUgkEolEIpFIJBK7RVpeSCQSiUQikUgkEolEIrFrpPJCIpFIJBKJRCKRSCQSiV0jlRcSiUQikUgkEolEIpFI7BqpvJBIJBKJRCKRSCQSiURi10jlhUQikUgkEolEIpFIJBK7RiovJBKJRCKRSCQSiUQikdg1UnkhkUgkEolEIpFIJBKJxK6RyguJRCKRSCQSiUQikUgkdo1UXkgkEolEIpFIJBKJRCKxa6TyQiKRSCQSiUQikUgkEoldI5UXEolEIpFIJBKJRCKRSOwaqbyQSCQSiUQikUgkEolEYtdI5YVEIpFIJBKJRCKRSCQSu0YqLyQSiUQikUgkEolEIpHYNY4lXQCJ5N9ETEwMTpw4gczMTIt9gwYNKvbyHDp0COHh4ejXrx9iY2NRpUoVODrKx15indWrV6NPnz5wdnbWbE9NTcVvv/2GiRMnlljZJBKJ5L9CSkoKPDw8SroYkruA8z7zd+d/Fdl/JfcTh5ycnJz7+gsSyX8ECndvv/02jEajxT4HBwecPXu22MqSnJyMhx56CMePHxe/vXHjRrz//vuIiorCzz//jHLlyhVbWST2TWJiItLT08X/Xbt2xfLly1GqVCnNMaGhoXjmmWdw8uRJ/JdJS0vD+fPnkZWVBfNXZ/PmzUusXBLJ/wtUqBeV4n6mfv/9d/Gb5cuXxzfffIM///wTTZo0wauvvgoXF5diLUv37t3xxRdfoF69erAH+I5Yv369WAyZPHmyGAdr1Khh8a643wwfPhxDhw5F37594eXlBXvgl19+wY8//igWiDZs2IA5c+aIOdbjjz9erOW4fv266DNHjx61+o7asmXLf7b/Sv5dyCVYieQe8d1332HUqFGYPn06PD09S7Qsn332mfi7adMmDBgwQPz//PPP47nnnsNHH32ETz/9tETKFRYWhvnz5+Py5cv48ssvsXnzZlSvXh0tW7Ys1nLQkmDevHk2X/ILFizAf0Uw3rlzJ1566SWh5OLvDhs2zOIYbu/YsSOKgy5duoiyFIXinIzxt1hPVAyat09xKyftRaB4+eWXi3zshx9+iOIkPj5eKJQvXbokhE8KzTVr1kS1atVQ3MyaNcvqdvYbJycnISx36NABvr6++Lczbty4vLGmIIr7maKygu9wvhdoQfnVV18JQfnAgQP45JNPRB8q7veBm5sb7IEbN25g5MiRSEhIENYFI0aMEIsgp0+fFu/z4ODgYitLq1atRDtxPKGyfciQIWjbtm2R3xn3Q+HF+dSECROE0oKwPthnXF1dMWnSpGIry+uvvy7axB4UO/bUfyX/PqTlhURyj6hfvz7++usvBAUFlXRR0LlzZ/FC5apR48aNsXbtWlSsWBHHjh3DE088gb179xZ7mfhSHTNmDBo2bCjKwbr6/vvvhavC7Nmzi004JlTiUBjlpMfaS764Ba2SFowp2GVnZ4sJ2Ndffw0fHx/N77u7uwvBj4LW/Ya/X9SJ6JNPPonionfv3kIxwNU0a30mMDAQJSlQcMWP1lXFKVBQEFVhvz18+DDKlCmDunXrCvc0Kivj4uKEkEFhsLiIiIgQAhaVyPx9jjUff/wxdu3aJYRTjkHFCZ8rPmN8fqpWrZpXRiqfAgICcOvWLbGyT6Up+9j9hMqcd955J09xa879HmuoGCgqxflMsY/yvcDn/IMPPhBWZkuXLhV9mgsS7DvFyQ8//CDejQ888AAqVaokBOGSskphvfDd9Pnnn6NNmzZiPuHt7Y1p06aJfktlQnHCsYZzGNYPF0BYFrrl8qM+X8XF4MGDMX78ePHXdK5FC0ZaY3BcLi4aNWokFCjNmjVDSWNP/Vfy70NaXkgk94g6derg4sWLdqG8oCuAv7+/xXa+5Gl1UBJwJeLBBx8UE0G+5Ml7770n/CIpsBan8mLbtm3COoVKHnuAddO6dWubgvH9Rp1IUHiiwqsk46I89dRTsEeio6OFso0TMXtgxowZQtBdt26dECjIzJkzhUBBQb04BIqFCxdq+jBNpan4U/2+6UL3xhtvFPuqKOumW7duYnxhfyZ83l988UVRTtNyFwcNGjQQykGaUZcuXVpsu3nzphAKKXBMmTJF1BPLxj52P3nzzTeFwou/XRJjjTWFBJVvfL74bFEwLQ4lqTVLHfW9RMG4V69e4n8ql5KSkkrMevLdd98tcauU/fv3C2HUdCWdCm4+TxTcixvePxce+OEKP59nWs6wjHzeqSzs0aNHsZSFVqTWlAW0JqWSsDjhIoM6vpQ09tR/Jf8+pPJCIrlHMMYEX1aMK0HTZPPATcWpaVatQB555BHN9sWLF4tV0ZKAK8KcOJtDzTzNu4sTnU5XrKau/y+CcYsWLcRKoy13muK0dCjI1YhCO8tanDDYLX2aS7qN7FWg+PXXX8VKtem4p9frhTsLXZGoSCgu2H851pkqTaiQo3KQFhnFDVdhaWZvKljQtYeufFToUmHHeho9evR9LwsDStNH3x580Tm+0EKQwifHG65Sc3Wfffqtt94qViUGXXc4xmRkZIhFCArGhOMh9xU3xekSV5TgixSMrWEwGFASUNlEKwd+6C5HpQWtHzhGv/baa8LSqThcfWhpxn5DawtTaF1atmxZFCcDBw4Ulhech3LsLUnsqf9K/n1I5YVEco94+umnxV+abpe0ppnBFelrSdNXTi6+/fZb4Rd/5swZ/PTTTygJOBGl6ak5165dK3bfSK7KrFy5UqxS2wP2IhjTfYdWMLTQMY/bwj5c3MoLKrwo0HF1mv9zhZbPEVf3S8LViKtItByyppysUKEC/ssCBZ/vq1evWigFOe7YKuf9glYO/Firs5KY1LM9rLloUFBWg+WyP1kr872GSpOSsGywBpUWa9asEUptdZWaFjMMfE2hkM9accF4VXwfsB1q1aolrDCoAGOMKPXdXpwU5DLDflOccOGFCi/TGDfsz5xXqJZNxQX7Cz+MReLn5ydcReiSxneoCq1lOA8rDuUFXffYd9W6oVvW7t27hZUVLUCKE7qf0RJv+/btQpli/o4qzlheav+1B6sqyb8PqbyQSP6FmmZOKLgKytW+ypUri6wjXK1+5ZVXit3fW4WTUr7QubJmKthwktGpU6diLQsnPawbBqukj6z5S764Y17Yi2DMCSrL8Oijj8IeoBk9lXD24GrEVXu6QfCv6Yo+J2QlYQZrTwIFYTpmCgsUAENCQoQgTgsIthNj3RQn7dq1E5ZMdJ8xndjzOwP+FTcsDwVymlJzPCZcrWVf5j72K7Ylheb7zdixY0U5+GyVdGBpWuvQXYaZCVTzcqZqpoDDMbg4lRe0fOHYGxkZmRfkmkpcBkG0FsT4fkO3Irp+0apAzWDGsYbPOC1DaBFSXNCaixaSBw8eFL9PqxgK6Xfu3MGiRYtQnHCMobsnldcMcksrSnPYjuznxcHDDz8s6oELRlQq8d1JKy8qw+gOVhLjsD1gT1ZVkn8fMmCnRHKPoXUBX+wcnKn9LukJor2gpm+lNQgFG/pbc1vt2rUxd+7cYo20bxpo0BrF7RNPE251glqSgjEVW0wPWNzBJ21BX+Jly5YJBZNpMDQKGDSRpWluccGJe0EUtxsLFX8UKLjKeOHCBeFjbSpQ8LkqTrjCRmF81apVwtKAfZfB/ChEUDlXnHEvGKSTrjOsCyotKMwwUCTHGNZNcfdvxiCiUEPrIQrErBuWjc8blTu0iKOgToXL/e5HdFOh4Mvxhm4s5orS4lTC8/7/+OMPESfK9Pmm6yWVGKdOnSq2stCqjG1gL+6EVALu27dPuK8woxAzSPCZV9NWm7uEFoebBhVs/H2+v7kYQqVkccf44rPExQd7g7E3qFTis83x5r8+76OVBwOW8pmiZQqzsvB5phJXzconkfxdpOWFRHKP4AudAfOWLFmSN3nnxJBmhbR4KM7Ju60Uhqap+RiQrDgjc/NlTmsQTsjUCRAzWLRv397q6sn9pLiVE4VB5Y09wBV7KgTsRXlhT65GpkIlJ9BcXaMgWlJQyKKwx/GGvtV8npgpoSQECsKxjpNUrtLSqoBjDceX4nYZIQwcykj3NKGm4o91Q/cjKrxKQqigsMW4PjR1Z3noukLlktqnKMTTCqw4Amg2bdpUfOwBjjMUaMz7K+vCPIZAccSQobLNXuB7kvMJWiWeO3dOWIawz9AShEJyccNA38zIMnXqVPGdcYhUhXtxP0slHZeJ7nHWUGPaMMCrGuS1uN0J+W6kuxMtdviOopKJc9DiLoc9WVVJ/n1I5YVEco/gqtmKFStEEDZOSjlhZtAomjdyMk2rg+KCL3WuaNFvmJHuCVf3uCLJiTIn0TRJpetEcU9kmVWDn5KG/u9qsC/1Jc+Xa0kIN/YiGNPklBMNrhBbc1+hf/F/1dVIXU1ikExmayB8vihUTJw4ESUBlRb2EreFMH7Dpk2bRBuxXtiP+FwxzkJxwpV7Cr/Dhw/XbKdSmf7xJRHDgMocuqxYc1spzvopiaC7tmAf4Urs9evXhRBKgZ1CD5XLTB1dnDDYI11pmEqcrj3mY19JvJ9UNyKOxQxcTOUFLZmK2+qC2Vcee+wxMc7RJYzQQo9jM1fXizM1pz3EZerSpUuhi1El4U5IJRf7B9OSqhmOGNuLygxazdzvNMymMM4FM/CZwz7M510i+SdItxGJ5B6+0KhN7t+/v2Y7zeX4st24cWOxlYXRtmmWTB9vdRJGhQYtQLi6p6blY+T54rJCoLsIJ6o0cbcWvK44X/JcOeFLnkIoV4f5ko+IiBArJ1zJLono8vYgGBfkalAScR3sydWIVkNUmtCygfEm+OqkcpLb+TwVt188lVwUHPg80WXDnOIMzkZu3LghVvjYf1ke+jizvqjA4CptcZrjcyyme4jpaiOtvWgVwuec/ak4oTsPrVLU1WJzivu5YpswcLOquK1evboILqgquosTKisYp4UBi9WVdcYRoHtLcQdxpjuaLaG0uNuIVg60vKBigLEDqHhj/1VjcjCOVXHBsY3uK+ar5YydQnc6joHFBWPE0O2zJOMyFeZCWFLuhJwv0CKR/UW1ImIcDrrtcUy+32mYTeFCELMo0RrQ1CWMihR+qPySSP4u0vJCIrlHcNJuLRgmt9GUrzihj6x52kKa6/GFT/NpVdiioF6cChW+UOnSwpWBkmTGjBlCQUFTbioJVOGLq9hU+PDlX5ywrfi75oIxJ4dcXSouwZire/aEPbkazZs3TwgPpoHgaBLLVVoK58WtvHjhhReEyX2bNm1K/HlSnymu7NFVg2UiFL7UZ4qWXsUFV4cp4HCSTIXkrFmzhLBO4ZwxOYobZtPg+4FCRHG4hhQmeDEILp8jCqRqYFWOPezHxWmJR+sCKrz4oTKO455pOtnihJYF9gSVKXxX8rni80TFAecSTBWtBn0tLuimYmr9pkLLpuJ2weSiTEkHpbSlkChpd0I+x3xfmro/8X9aExVXAFN7tKqS/PuQyguJ5B7BVF00rzRPd7lnz55ijyHAFyiFca6omcIXibqyRH9VHldccMVz+fLlxWq6aAu2E11mVMUF4f8UCLnqV9zYm2BMyxSa/lORQgGjpAQKtseQIUPswtWIdcLo9uZQkUIhvbg5cuRIsQR4vJuYAbQcMo1F4uPjI/o1g2cWJxS06L5HBQYVO1QeU3nKQHElAS3caLbNwLwlDetm6NChQrAwhd/pBlCcwihX0Smk02WjJLLAmMIy2BNUVtDaguMOrTlZT1QEUvlF16fihNYwVGybxyGh1VdxK+PsLS6TvVhNEmbhsmbZZW3b/YZjDPsvraroTsgFM/Yj9mEuoEkk/wSpvJBI7hE0c+UATX9rNVUhBQyu/lEIK0569uwpysKUVFytoeabZqY0XaY5KoNv8aVSv379Yl0NZcR/e1BeMGCetYCPXKWwZoL/XxGMee8UNv/66y9h2UDTf/4+FRh0fSrueCA0JecqMa1kGG+DAkZxB/JToQsCze3NlZO0fjBVghUXjKPDyaq9wD5iKzgnJ7HF/XzTLY4rfLQE4WpkSbhEmMa0sJfUgLRgYlYYc6g4LW4lKS1S6FZJQY/9uaSfcWZaMU1Nqo6JfMaLO6gyrSaZFlSF725mGeEYXJyLDoSBbjmXYOYe1bqUdUJlV3HHQbK3uEz2YjVJqAD86KOPhHJLdamkNQjLVxLKf3uxqpL8+5DKC4nkHsGXJl/uc+bMESbKhEINNc1MaVic0NyUChMKfqY+vPRD5ISIlgc0H+ZqQXHBydfjjz8uViE5OTU3+y/OSQeVS99884140atCBVcnaNquKp7+i4IxFVpcYaO1h5qjnqvX7E8UBjmBLe4VLQaZpYDDD9uMZu0UcOhLW5zCO1ftuTrNZ9xUOcmJYnFbFhBaFrA8XKG19jwVd3R5TtxpXWCa6YjPFPtUcTxT1jIsceyjoPfss89qggoy2n1xQsUAhRk+QyWdQpGKlJs3b1psp4BR3EEqOebzQytBKpn4jKv9hRZX/2vvTqA1q8ozj5+YGBJIYmwjSwMm0UYJIINRGWVSAQsDdGRSIUxhTgMuEIgIiEQSAVEGESSiKCBgMQiCMkUGUQZNBAIoLSACAQQNk0zd2NXrt9O7curUd28V3Dp7n3u/97/WXXXrFsk9fmfa77Of93k333zzYsfi3Hh3e97aQSemOC5ChjGlNTCeVGujzBTvbUWxEM+SU8Kg7cA14x2eJ6m5r7wbSoffZkGHW3HU/V5avBiSa1JbmvfU+uuvn5zAuPfee5OQ8Q//8A9NSUx7mgjPGffXKquskoTmIHixRGBnEPTAUJRmLpA8mk+Bo+fQAvG6664rvlC1cy8pfAhhkFoivOQVvzk9nVBg91jQ32TBlX0tgCzajaEbVRhbPJaANZlAoce6HbKlX5UY9p3vfKepCZuyIoebKffql8LvU/Qq0BU0eQHvOhKEWzqDQ++7RTMXVe2U+3xPEWlf+9rXpvO02mqrpaJLj3qJe0ohtbCU7tPnyjPe0XXjndB99trxLwXBy31DTMkhqjINCDzLL798cWGnDbFLse7YXNclr+F11103OUA8b33vPuck8uzVmpVHhJZss9xqq62S2EXA5Yazg+4Z7H0xKl+rb7wfjUH23FMcDyFrpzYcXd5J3Y0HwapcIqXDgZ2jCy+8MD2DvQuIXdqOSoum1hImjuSgbXgXeDflspMIx9FUIyA9mN6E8yIIpqguczNYjE6mNKP0jgCo2/pDWRv96cVh/GSNMXAKGC4UqfajWjZKYtHufAkszS95L3i9mDV6aS2YtdTYHekWxiWD5CySu4swKEifeOKJpiYcO4Q3rSw+H/ddSYgTdv0UMYpysC3X2kl3rbAJK3Bq30/5niJ2KfqMcLVo5Y5hp1566aV7//2lBYkXA7dQ6ZHUE+EZTExRWLWLCuJS6fbGDGHHvS1o2vPvPe95T3JelITbwpQaKPgUnY6Dsynf9yUR1OldrcUnC9pEHYIll0iN6/3ZZ59N4pvnrw2aWi6vydoMSxfCQ3FNZmzIeObWxjGcd9556VrNI38J3ByD3CiubTlENQLSg+lPiBdBMAX0VMsl8EKfLEG5tJ3Rrg3BQrI+m7vfbzGoFaBWP7Fihv12CIUWiBRepENgKIWxApTLQop8m0suuWS+8NcS2OVT1NjZ4iKyA8oaK9OlxK4fmzYHCiHJ913aO8PaJkqiePDMqXU/d/GcIVqMKvIsYvtuAVjQucp4FrZbSErwP//n/2yGghBVwcl28Nu7s8IzS7uHFC2eLYpO94/WH4JBjR19EyKyi0khyo2Si1Oibmm4YzjM2m2frm2tlwTL0sfi3HAT1HZ5eQ/IYWpnkzgO2SSeiTJdSlK7nVCGmftZOxjxbaJRv6UdXhwVxLYsXOT1hSw27wjiBiFVa3MQvFhCvAiCRTRasvaYSS/yyy+/PLWG3HjjjalVxIKUYGDhYbetZqEj9IvTwc5RDSwkjEy0SGUxn+wlL2thHAtjc9ntNFq4u56IXwQEbodRo/L6xs69Xfsc5FfaFeM6MS2IOJmvmVGdljXaNLRlcFMNRbyQrG83uD19QNFHlPMZ9i1eDO1cedZoQyDW+n4iHE+ptrAMkUJrhK+aaIUgqte4t0fdT3aJhUFqyTDJR4Hl2WdKQg2x39eotoDSOQHcH69+9auTM6f2qF+5G3IciFwKZMWvd9QVV1yR/m1IrsmcG9Un7p0s9pV2K03Gk08+OfJacazZxWkt9vzzz1c4umC6E+JFECzCl5hMh+4Dmx3VInZBbSVTxUKU/ZeV3AJMaJRdNgxhrrZjs8tmF13B1U1M71swsDjOO4u+n0y8KMHQii0I+rJjZOFugSx41nQYwgW3Q2lcEzVHgdqpsqOVvx8S3AOmNVx99dVpp7h7P5Xe7VekEzCE1HEMzZ49O+2QKvyMJR63c3X++eenDBCfi+9rihfLLbdcyjnyrNEeMtmzr6QIJ7clY+e8RjtjRmGuRY+gQrRQGK+11lrV3p82HjyH2eozdvf9vfRYWQ4d65eckVITLhDBzcQm7iHtB3InvKOuueaa4q6U2q7J9nPeZyIEszvZiEDgPVH6/eRa5b7Ia2KCBreVTRvYbCsdPhvMDCKwMwimgJel3kbYXbML0B0XqIXDi2MyK/OiwG6RxSkRw6LL6M28GFxhhRVSiFMN6/9k0wDalAyKM5pUb2zXJi1Jne20xFhFuzWyJByD7yej9q5kTUYl7r/pTW9KC8TS16/f312UKigEdlpQlyT3549CcVq6gGe532233VJfvB0104y4vSyujSAORmN3ve92DQ4qDjzvA98vaCe3JDJS/umf/im1jnA5mPghq0l7RA0Ueq5X1zHBx7HUGLPLtWRDhOjvGeN55z1hcoT8qJLvBOGLXCk1xw1njHdX9Hp3cgkKl9bmyH1hE8A5K8WvfvWrJBqPanPy3tJOMlFIeV8ipQ2RrlPo9ttvT3leJcNDtffINzOlhkCh1OSYITC7xx966KFm1113TaKT6ysIXgzhvAiCKWABwaqYez+/+c1vzrMQ9TNiRokgNC8tv19/uQWh4Cb9kIINa7sMUDPFvovPZdRLXjq2BZBwyL5pLz4JX0MpjAlt+onthHYpvZvfTdy3WHWNExJKJO7rXbYIg51HImD3HAkhkxNSmm9/+9vNkPCcU4SySt9www3JNVMyW2JB4mjNZ5HnjeeywrONa3rTTTdNbX590hYkvAtyyHRXfCISlkSejZ1YRY6CBnb3FcoKwhr98Ao897RAU0VXHjlZAu8ebiU5G0QTzxxORW4YIpcCVPtl6SwkjhRtEYpxIkp3Z78k3pveT8QL5yc7hXw+WmpKIFvD8+baa69N95PiW8BqFjG07rqGTc/pG+9B1wysQ7NbqEtp4Ym71rua2zZPvCPGZRGVQCjgeQhunmD6Ec6LIFiEO6GCk2r0x3ax+HIsFodm1XvB6jnfZZdd0vzxWlDbhZBZfNix0JKw9dZbF0kr93uzfb3temjD1ighnHW4b9qF8US7+s6jXTbZBiUgxMkl4eDp7pbX2M23aHY/5cR9ix3nTW6Kna2+E/dZlHNy+0RtPYp2RVaNUEbHwzrdvp9Yykv1xI/KcrBzrXVEewL3V6bvz2fUqFTnj+DUvZZLTGqwcM+jhbkdCAbd4/Accu6IPX0XW88999x8AX9tFBjEwZK7s0QVBY0/26OZHR8hjBOj5C669k7CtXvd7v4RRxyRntHeG8SEvtHqaafa+6DvjJgXg+KcWzEHZNZsNdJK43wcddRR6Rp2/Xi22IzglhFU3jc2o6666qrUJqcQJ9QSu/bee+90D9kAINx6b/UtfnGLEriINzY6fLVbl/MGmvcCR9wQyO6mIHiphHgRBDMYiw0vUotnf3rBsVnmXa6S3Hnnnc22226bdifsAjgWI8YsODhFFF594vfIcPDIY+VkaedOaePvFmolLLlDLIz1zFp8CRsbAo6H6KTdqV3cEHU4MghApVCM54ySIcCVo9hiCbZYdf0owBTr+vVLLFQna12pLXyhfc3UEGqJbM6LVqduL3ouKuym9x2caQdfbkN+zoxy4vm541AclsJnQmB3ftrnimBgh7akkEK41TKoT58bxrFwn5luxG1QYpwjgenYY49N4ppzIbtqCM+bIbUauU6Jo0SB9dZbrznllFPSNUvUdu60TpTII3E/ESzyu9zkDC0t3/ve99IUsxrjStvtYbUhwp188snzTYXhRhEIbjxyELxUom0kCGbgmKqMHVjH6Mvum9yLycLj+sROiWLUIjCr7hR4i0MWy74XzYLzsgjgPOVJALXgJMgTaoZSGNu9d46GwpAS950rPbuK0je/+c3pZxbRFtA13EyswoodhanrJx+jhbN7jMW7ZOuKFp+arq6hoZjKIcRcIVwqOUC5NKb1EGTdS1o0hPK2jyULKbJkSsLlJqugKy5xmhm7WxI76e6b9rHk0Y6lpsEQ9hXFXDoHH3xws8kmm6T7mCOjJqVzUCbDtcrxkJGb4Ku0cJxDJ/O7XDA7B4r1YK1WCOdplLuV0F86N8t1q51SG8ull16aRBWbDgTCfffdt+ixBDOPEC+CYAaOqRoF+z23ga8a2J1g6WzbBX1vYciRURIiBrulnvPurHgBrHbexrEwtltkt8SO3xB2b4aUuG9HTRuLhXM+R/p57ZSyuJfMd8jFliI0CxfwvaLH4rCEeNHGPczRNIRQv6ExWZuKoErhwX2Txy0TVBReXDq5dYTDwbVTWhDUMsjxkPNKhPIKXHRPEVlKQtw3DrQLB5M8kJK4h4iSzhUn3PLLLz9fKGSJcd7dzZf2Ljry+5LTqyQ333xzuqccj2uW28xzuW/3ZsbaoXs+vC8JXTUzHEa5W21WETNKuFvbEC4I7NYwjstmkWfMIYcckpwXQTAVQrwIginQtvPbxWcjLNEbOx3RkjEqwKpEqFUXC2SWbgvWLl78pcWLoRTGs2bNSjb2t771rWkh33USlXYP2YXU00zE4NLxGeXEfQFpJbEr6/woJjICDo2C4xwq0WvdXUDbue7iZwrT0miJ6I5rDf4TbRAW8l0LteLPM8huZCkIJd5T3Hg5SNrOtevGs4ZjpBQymEzTILa5v02rcQ1pW/N9SVj+ZR11d/EVfsSD0hBy8vNWJlRNl6Dnm1ZT1wiHgTWOLC3Xsh31knB7WXc5X3b1HQOnjs0jIkppEblN7fDJ2u7Wrjty2WWXTd9ru7JBQ7wgrpR2ygQzj1hpBMEi4qSTTkozx4PR2Cn3crVbnFP3Ldztoq+xxhpFj0XBaUHKzm0+uxe7QDLHVmMqylAKYy0HdhqFxXVH/tZgSIn7LK/EpC7G9JUIgOxit9FumqDXNn5Wou97lAtt5513TueGW6i7M6l1YVzhLuCses973pMKLDk22iWuuOKK9G8lMTXC+Wk78ISLEnM9+zwDS0K4IErajSXoKHRK39v5OJwXLhTCoPe5e16mjKykUhC0OJj8TsWwyRXu9ZrIJREESUiWxSHU2fuBa7J0nozRmnbx99tvv3l+Thy0lvB59Q1RfwgT3IbsbvXuzsHo8km4L0CEe+KJJ4oeSzDzCPEiCBYRxjbaFajVljF0qP921NZff/25CdwW9IQMC+qSWCj7nXYCFHoWYoQMf1o0lhahhlIY/+QnP0k9u6V73yfDYsfn0Ea7z5VXXlm0INZ2Zfeou1j3mbXT3UshIE4xwUKt5xoCTB1jjUBeBRdGWcgt9Ps+V6MmnyhC2eu7WROlJ8MoKow7titqAonnC1u3Quyaa65JPemlEJRHGG23SLi2uTC22WabptY9bic9Q0Ag2vbdGnHcccela0HrgXtI4WeSBXHHfcVmr2jveyRz+9yw1XPqcKXsueeeVceSZrgtcjiv3XTnhxBHbCee2gAohWydUZNYtCARVUpAZCMItM9Ndjh0p2iUbO8ZkrtV8Ll2MA5JIfGuFfeR93ZkIwVTJcSLIFhE2C3iLJAZoDiv+RIbIuzKWiGEhir4LAAs2oWSld5ps1jNBacXKTs39wd3SJ6ZXpKhFMZ2+oyLHTrOl4VRSfGCo+Cwww5LmRu5mNHvTXSq4SqQW8DSTizQBuV+Uljou66RO5HDZ2sxKohYgd5tdSKklBYv7Kb/yZ/8Sfr+9a9/fdqFdI5cN6NGvPaJtoxR97hpTEMZPmdn1oSWvtEmc+2116b3tmcfMdv3tXAtuIdnz55dxT01Ee3cD9dxzizQzkJILonPRZ5CdwSpyWWlMh1GBZiWDsQcuruVWEE85mi1xiNmENytZ0q7u4KZR4gXQbCIsGs/ztbohd0ZqDFCrItFDpeMxSKbsh1rAXHC82owlMLYbp+dRrZci9RuhkEO/RtH7LQZ/8bmb1Gm0PP5uIb23nvvKsekELZIzIXx5ZdfPvf7WnAREZfsSioIHWMJ2pNPhobCxmfCQu3z0AIFbVB6w0uyzjrrNJ/4xCdSS1q+Vuz0axlZe+21m3GC4MU5IC/BfdSeYlHrGbP77rsvMDtmonG3fcExxAkjyNn7SXaC9/hll12WhPeSyKNyLDJBHJfPyrtSwDVnpzbDTF/vzoVtLS0tBg7J3SrAtN3S6L2pNctGVWQjBVPlN+YMRWoPgmkOhZm74GUve9k8P1foCGQbxxT+nCK/MJTMmmBdVHDapdbDu9FGG6VdCzuiFmeldwZcIwqK8847b77C2Au/lHW4Pbmii8VyLrpqw3ov9KvG8Sg25RU4PxaI3WyHUujF16Ov8JJXANZuu/ys76Vbf9im9aG7t9rXjIU0Ea7k9Bo7jazlhMkhoNhzTuyKmvCh3Yf7w3hkjoeSYa9aALQ2cnXZUQcnhlwFOQ+jJm7M5PubgHTaaac1J5xwQmpd8R4awi66QFXvg7yDnuF0UMDfeOONxY7FFCy5JMQAooUCOZ8bocolJ8NM9o6q8b4a0nnK76e2u5WTp4a7FTIvbrnllvRO6hIbfcFUCPEiCBahndFitLsTQfm2s+4hPm6MskTr/7ZQ7rbVlA49VPxpH7EYuummm5L93s4oUaO7EBmXwthiYzKGsKivLV50yeMCTWgpfW8tvfTSaSRqFgYIX3rmLZwVyyXR2yz48WMf+1iz6qqrpqKQ9Z8oZ/HcDdjrE/3v+vIVo0QMExFqLN4zlll2ht3TRgeecsopSdDwvCFolJ5mYUKDCUcKHM+aZZZZJtnKhxJCWOP+9uyzO63YVJx3n70lWo3cP/6344ILLmg23njj+d6TjpOL54YbbmhKQ6B0PAQ3x2mzZhw3ZYZ+noaAXB3vpvZo3SFuhATTkxAvgmAK6DnPRUJOVu46L+xqGTFmDFvwn736F110UfGU8i5EJSMl82hSxQUXRreXdhwLY7/3gQceSLZyr4ghhMbVLm70VBMGLEgV5l1KL8Ymuo+IX1tssUVqhSqJcbZs5ZwWba666qq0iL366quLHo/PgYXcpARuAyGZetWNVxxKkQ5ZAkOY7NMuTvukbeufCA44boiS95RnHkHJF/G67RRyvZQYE83hwEXlmUv4W2WVVeZ59joO14qJS95VQR2Gep7uu+++1FJDlBzldig56pwL0LtAO1ZN4TiYmUTjURBMAZZtffBeYtL2JXDLdWjj78KKguFg15ENVo9zFi/sprC3C3ErPSt+KIWx69jYVi4YCeV6mk1EMA1AJkcJEYMTZkHFZemeb7CTc+ocfPDB6Xt2aYtFAmaNkD/PFVkFXfHikUceKdqi0XYNjWrTkPEgNK5WHogvzqpLL7202WuvvdLkEc9t7gzj/PrEDrWdV+4GeTHd3XyCDmGHwFMK7yuh0p41eVfU/eR+F8Ro4kWfuG8WhpL3t/cBx9AvfvGLVJQaK1lD4LL5kYO9OatM0OlOyinFwjyHMyVFJo4q94wCfdQUjRLHMqTz1MbEoEcffbSZNWtWtXbGjOPQnhbCRdAHIV4EwRRQ1GU7qRe9oEM/G/UgD4aDsDrChcImYz68n9u5KNmDPqTCmGihX9ZCXsAW7FhbLHIPtT+vvmDdHtLOeEZuDXcOm7SgP5kS+r9Zp1lkLRhLIqfFeSEqZes2l47ztsEGGzSl8XkQCHbbbbd5fs5xViq0c6JiR5BpDvQkItgtNRKZU0Rfeh8oonbeeeck3BAHtFy5v0xoME3DeTJ9SahpSVwzpjVwoDhfWmqErLq+5evM9Kk0bZwHz1vPPII1F2VtR+BEbZSuIyIcsV272Lg+h70juYPkadUu0Gu0uy7o3rJm0JY7hDZqYmiJazUYQ7SNBEEwdf78z/98zi9/+cv5fn7//ffPWWWVVaoc0xDxWdx3331Vj2HllVceeQx+VuNc+Z233HJL+n6LLbaY8/3vfz99/6UvfWnODjvsUOw4Nt544zmXX3753GPKn5Gfrb/++nPGmZVWWmnOgw8+mL7fb7/95px55pnpe5/R6quvXvx4nn766Tk777zznGWXXTY9e/LXXnvtNeepp54qfjxXXXXVnOWWW27OPvvsM+fLX/5y+tp7773Tz775zW8WPRbn6aSTTprznve8J30+W2211Zxzzjlnns/l+OOPn7Paaqv1dgw77rjjnE022STdy+7tbbfdNn0e99xzz5z11ltvzgorrDDn2GOPnfP888/PKcmqq66azlW+33/0ox+l7w8++OA5+++//5xxYo011kjPuTPOOGPO0LjzzjvnbLjhhnNuuummOU888cSctdZaK13LK6644pzrr79+zjg/h//X//pfc4bC3XffPWf77bdP56X9HM5fJdlss83mrh1qc9lll6U1w1e+8pU51113XbqO219BMBXCeREEU+Dcc89Nfeewu2bUWddaz8adU92DYSBU1S5Fd5eNFdUc8tJoFckp/3/6p3+aLN12AiWZ68EuhZwLOyajLMS13EN2hPW/OzfaIezwG+laeiSo8yJH4i//8i9TewSXA5566qmR/cV9o6dai5ORge3RpLUyWwRRHnfccemYtEPkpHutWKXb5vRbu8e5Kli6R7kbhGT2+VlpBTO1KLeg2ckW3Ox8sVKb7LGwkxMWdXuP8wLXseeg49AqIUemJJ4prg8hzloAuhFsfffoG5l9xBFHDHJ3+Mgjj0zPHOfo4osvTmG811xzTXIF+sxKuwOdi3arUTuTSdh1KThP5Is5d0OAS1GmjjGlNdYObUxP46zSymJt081fKznqPI8Pd391icDOYKqEeBEEU4Clvh2Mx0LetTIqtmRhjCMKhy4WYfpFuz2iJdLcM4oIdvvHH388jUaFRZhFYY0RXkMpjFnb/e7uYv7aa6+tYqdma9eqIhBttdVWSwtnhY7PycQG421LYUGY59Zr2XANudcdj+Orheul1khQNntBnXksq3aVGi0rXYjICvHJsj8Ig776Qhhwu13G/aNAf9WrXpUyJ2pZ3uV85HBp4o1wTGh31EZREjk/RB6tKzUKP21gQ+WHP/xhM3v27HS9CCgW/OjcyWspKRZAK+UXvvCF1DqoUHcc8kE8j527kmi32nPPPdP0tlEFeun3t+M466yzBtGqQVzSAqa1prZgUDIcNBg/QrwIgikglVzPbEZx0w4o0vPnxeZlq1913JAN0IXDoPti82ItKV4obgTXWQgRU+z4CdVToO6zzz5NaYZSGMtssXNjR9RnojdeFoi+3oUN2luU2Lnefffd5zsndrFlgYy6vvpiyy23bF75yleme95Ovvuey0ARqAgrjR1812/ete5SYqF6wgknNEcffXQqsNZcc82Uo+BLkVMTfd+S7msWFNxUnilt/P1DH/pQ1V59Lhh5AUbbOmfEQQLulVdemUTUkggzVRSXDkieyK0zKuPBz7iabEx4LpcqjhXlxDfvJ2uH/IzhnCl9/ZjYc9BBBzXbbbddElG++tWvJueX92hpUVuw9s9+9rPkXBp1rkqLF94JQ5nGZbPIpCkuqlHZayWZbKy6qUZBMBVCvAiCRUQWMeyU2zFm67R74oXKoTGO5JC8oaGI4LzYf//900hFf7cLWauoGEphvPnmm6fFsoXhc889l2yo7PcKLmPfSmOaxqjFqGMpYZteZ5110u6nnUYLw3Yg7yabbJK+xtmuLPiSU4dryJQKFmFuoWWWWSY5MhTHq666au/jN7u4Zh3HECH01IRY4R5/8MEH0/VLzHB/a23U9lMSBXDtz6P97DMxjBsniyne38JeuR2ICYRdQqHndd8QrbUMupYVe55FP//5z1OodGmnl+cMcQdajoTgcpO6lojuJQX/M844I12v22+/ffUCHYSCHPRde7IGYUtI8BDaoGpPNQpmNiFeBMEiwm6AguqCCy5I7QhEC4seO8dDSTAP5h83mUellmaIhbHFjxGSvvKUhJrFhZ1zu47dHWFWXQVy37DRs9U7Rwob00WGsGAeil2Z6PeWt7wlfVk0u158XhamvhQ2noVvfetbi1rd3Vumntgldu10xZMSLi/P/+5Ofq3pDYpMIqhC2HVjpGLeLebeMWVE4dV1ivQNJwPnhWMwbakmHEyK8Pa0HAWyqTQcIsTkv/iLv0h/LyFeOF/OGwGX68G5Mx1HW4BjKQlh65lnnknfyxpSfMLkHIJKaUeTVpWhPIeN2fWsI9J6V3Zb1Uq2T9gk46AySa02tacaBTObEC+CYApQlO3MsNbfeOONaQFmx9GDmjXXnOsQLv4Toz/tTgheHJXjUPIlv6AZ9iUs90MsjF27dmL/6q/+qmieRJuvf/3r8wSMfeITn0gtEgpgu5+33357KoRZlvtG8Ss7wbWiMLcQm4jSAWRDsitnfE4cTIQvPfEKHu4Mu28lueyyy1IhIU/BV/cYS4gXo64XPxsVXtr3taOgEaCnAGb9/+53v5u+z3B81YCwJYxSwKv3ZLfwk41UCu4hTrMuMly0r0GByvFUAqJbty3OM4+QUVrokTfk3U080WLEEeJ95T5rX0elBC9tKwceeGAzBLyXfA0BLbnHHHNMGk9NZOqKke0W574hXAidFeRsnWNzxrqLKJfFryB4qYR4EQRTLG7YkxV6XuwWOjmIskZGwJCx2ydLYdasWdXns3dn2LNR33vvvalwdpwlGGJhbGGuv9lCg6iiZYOQUVKAG3XfECu6O/cW046zTywEheURmoiRvmonyg/Rrmxxet1116XPyg42WNuJYSzeJnuMW7tayUJhQQhUlasjQHSiqVg1BAMI3x0CxC7XbtflRdQgFML7q+T9772kZaNtu/cs0qplkk4pvBP32GOPVBQTLTyL8/uq9DrHeuuSSy5Jopf3UrdAL339lszqWhCui9xS9PDDD1c9liFNNQpmHiFeBMEUX6QWPeyTdq9q75wPGS8vQXpDSOXWzjMKLSRaOezu9M0QC2NihS+75haHhAz5F+zSPjN94SWuk6GgwMu93iY0sIsP5R4fgl3ZLjDRQlGn6CNWsCw7JnkGQyOPdiyxU0r0GwqyLGQFeNZwwoyaijXuAg9xR/sKEVsBqD1Bi42wYoX7Qw89lHKS1l577SLH477iLuBi6uLclRQvZC8R9mVveM54jzs+AvdKK63UlIT7rmbW0ETvLJNr5Ge51zidjHL1HCyJa3UoDGmqUTDz+I053cHaQRC8qHF40q/PO++8tNCRoSDwa+ONN06KvBd+id786YCi2AivISTLT4SXrXPnXJakm3kxFIRrfe1rX0s7/FoAas1m1yur9YCYINC0PYKyJHZmLcRYpd3bdiIJO9lBU3sMcekdQTtphFvFHcFvstGkJdEqwp7smlGEdqlxHT/yyCPpXlLgEH2ICBwRpcfcKtK1qckxGAJEAcWwc2UXXdEnc8d1VRrHIdNCmCkcg3v7/e9/fxKa3fPcaSU+O2IxUTJPwOKwclxaWIg+NUPAPY/dV87VuONZI0Ca4CXg1TtBW41rxX3GYVna8XDRRRfNcz9Z05R252kZIeKYakQ0lt9C/PMzrcMXXnhh0eMJZhYhXgTBInyhn3vuuWm32s61YsZO9S677FJ8BN0QUfgJcbIYGzWfXb5BTbz0FYQyTGrMKB9SYWxH33UsaItl2fhWi+nSvb12+vbbb7+04Mn4LIzBPPbYY4sWy8J4Xb9f/OIXk43czvoaa6yRCuFtttlmUPbhUggMtQMr0NB14vqwM81SXrOwcT5cO56/Cj3Wdpk7ilMjdrWulQ5z3mqrrVIBIeDQvW3ErIL4tNNOSzkCJTFJKI/i9N6SOSF01fOmJHZj2cg5CezgK4gVg88++2y6tmpdQ7I4FH4127F8HsQuAqFWjb322is9b2yUWGf4fPrmmmuumZu7wXUm+0LLkesW2sFMlJC1MK6CF6eZ+1dx7h4iHFjfeO5oOXKuSkHccj9pNSLwu588e4hgckI4rkpBsPCMcx1zysiTcT1zlxLgXMtB8FIJ8SIIFjEW8RaDpo740wvEyECp6uOM4k/4oj7eLgrSkruhEwV2+pkCtUSa/BALY60s+on1yxKTHIeReLUs5nZtOJvsdrLgupfsWLuOLIgIG6VQ8FoYOh+cKO5tC1ULecdXImch7wgvDCUX8u5p4psgSJ+H63bJJZdMzz1ihj9LhkIqIti4LZzdy+z3HF+EAgVZyckn4EwhSrpuCQSuG3Zqx8WRUdLu7f5RgLK3czG5vwkZBAO7+yWFnew289zJE2GITsb/Kn7sYJd23nHdjQqUHjWyue9rWOveUkstlVoKvbNMP3GMnsumMPWJ9QunpDwv58i9rS1MYLJC3bNYEeq5XLL9Z2iCl+eKVlNiQVu8IJZyo3FjlEIor40z5+WP/uiP0s/8Xe6QNg73WU2IgjWmGgUzj7iCgmARIwlc64gv/arscd3U8HGEq2GLLbZIC4/a7RHdwE5oSbCDUmM6jELLQpFgoTC2ACNk5MK4lHhhR5jDwuLYork2Fu+CcDktMuzS7jFiT0nx4oEHHpibf2EhbxwnFIAWiCXw+xfkwrEfUVoMtBhVxPhS2Hju+Yw4MrRv2OlX9JRCQZN3g7ne7NAqMjyTSxfEIOzYKW6fO5/ZnnvumRwZJfF88TmsuOKKaSdUMXHFFVekHX2fTUnxwudCuG2PsvU9ccV7oiQ+C8+UHI7ZxnkrLV54BxBEORW1FtnFJ16UCmIk8Bl1zPUBDisuUtdPvkbs6PtvSsI5xQEySvAivpW+v60btA+PcoeUXufIQbJuyMIFfC9w1bkrIYwuLLWdtsH0JsSLIOgRu23Gpfoad7Rl7Lzzzs3SSy892MDOWgyhMEa7PWMo18yoTAC7XKOC7PrEQt0uuaKTMGCxnMPa2ovFPimdpP9SdtbsNCpKb7755rQjqjUhX9ulIFgo9kyycP0I6cwBy6N21UuIKaOyN1zfpcde3nHHHakAJFooSI0yVATqzed0KomMKLk6XUb9rG+0P8i2IL7Vnt4D7YJ20hXHruMTTjgh/YzzoMQYa+0G7XBSrWAcOnJaMr7XolCSIQleWUzXwviZz3xm7s+0Yh1xxBHp3iqJZ8kowcTnU+K5R2hrC7QTGftLi+vBzCPEiyAIir3kFcd6RGuwoIDDNqXzC2oWxizJQ50OYHEsd2O33XabzyFSOrTzve99bzovFod6h7kMtLRwhnAUlaCdXv/kk09WD12855575ooVvkxqsFDWGqHw0RZhulDpzBaL6LwjLK+FfZvN3DHmUYIlYbe3I6wHvC30+HuJQrSN61chY7eawJNb5Iikpacd+d9OSGFzz21FREmfS+meeBNzbDIMQbjI70vtCApSLUbaTrkhuGYEePaN66M9Mcg9TIhs5wwRM0Y5VcZF8IJnnE0Z1zKB0sYIJ4Y2n1Jj1zOeu5/73OfSPZVHIftcCHMl8my8k70DuNy8L7PgFQSLmhAvgiAoAhs3q6fC80/+5E/m63vsuzDutu6wdXrB51nxelS96I1LLS1e1CyMuT6GiqwA1nq7xTksVMHF5l66f1eLinNz//33p9wLRYVdR7u1NcI6FcQKHC0+vi8tEECKvc/BPbPhhhumbAt937WnjijIZccoiLmXPFv+6Z/+KRWB2lhKIzB0u+22S+dJUei6ll3wile8orjbgeWeOOB3KyyITARTeRz+rSSeee4fbWHCiqH4cd609pVkueWWa+66665BOAMz7bHiuS3LmEltUONqux+S4AXPXU6Q66+/Pr2nCBhEd/dV6cI9308bbLBBeiaD64zDy6jkvrG2s+HiT+0rcnW8F+RTDXnKXDD9iMDOIAiK7YZORsnQOsF9AhcVwFwPeSfbTomFx7777tuUxIJHT3wujNnefR4WZQrj0tbyIUGoUHhasHtdLbvssmmny6JonMmjG03G4cDgLrDrV9KRoidfQTWU3eohI1BQGG4ucGQaOGelPzvPFDk6njWeLQQwAooih/299OQIhZVcKOMT8/2t2Cn9uZgy5XPgvtBq1BXghiIWuO+1j/Rtu+cckMPUPg+uG64P7bC5DYvIVLIFQOaHAp2I0xW8vDNLi0+EAvdNW2iqiVBna4n2/WSUa40Mq1tvvTUJGdyTnnnCgW3UCFoNgqkQ4kUQBGOHHWI7AxZobRTIRJYbb7yxGVdqz4lXkE8EEcfCmfWffbhvtNRoP/C/fUHtNaVbajIsyhaIzpm2CEGMRoQK1StdANYc9zvktjCYDmEqi2cPjjzyyNQCMIQdSW0ktd0ytem+C4bao19SvFgYanw2QxG8wE0lcJvDqzaeazJbhnAsXbQXeh+YYkNosikRBC+VaBsJgmBsCuOM9pBnnnlmvp9rAyhlvx9iYTxqTrwUfj2zpebEs9gvCJZ3x6RFoe+Wmhy0ONT2GtePNgmFcD5XWiPsiBIxjMkrcX91x/26ptm4uZzcb30LBgs70cn9XVq84LjQG6+wyOKFthH5P3ZtuR/6hJDkOUugmEwcRN9TNVyn5557brpGFjQ9h6uoFCV/13SA/X+oEK7zFBTvquyerIF2sL322is5JrXDdseKl3TsmO7UDjIdCtZ7RDcBwcT2duhrELwUwnkRBEG1wliiuYVHqcI4o5AwCeHQQw9NvaEeg7IUZExI3S/RF8/hceKJJybL/1BaaoY+Jz4HHTo+50+xPgSE/ZW22+cdcyG4ClJj8hxDbh+R6UL04oIgKPQNp4f72yLeOEVtWYTKPO5Xi8m4Yld46623nm8agukxRpTaRe57F90UI8/a2g4DDpm/+Zu/Sfk+C3LL1HDIDJ1SzouJnjdEXEW6d2YOhSzlXCKOEvtsemTkx2gb8ayrEcZb+35qY8KJd5HJK1pPa7qpiF/aRS677LJ0foyh947QOmItEQRTIcSLIAjGrjCm/uvdtaDPO38ehV6swsCGZKEuWRizsCt0uz2pelfNiR9KO40FtPGBxnGWDPRzveR+7/axKE7ZYkvCtWNhKADSbjaXRTe4k033oIMOKnJs2lXkBgjFdCxcFwLkiJbuK9dQbRRfsh1y+GspLNwvvvjiFA7cRu6E6/iWW25pxpHvf//7qeDsFsGuaeKXSTHj6AIZmnjh3ej9TETnovLcMRqUAHXYYYf1LmLIieG0cK3YYGjfR4Iyuc08X4jZbWGjBO7hyYI5S2ZNyIESPD7Rddz3NeP/P8HCl+PwTsiChfdCECwqom0kCIIi2BlWGLdHf/peSKbCuMSOfU4nZ6M/9dRTm5/+9KfJ0uhlrzglolg0lw6DHEphXHtO/MLygx/8oPcRslDYcA/kBbwdre5C3YjbGiNLLegJcK6PfF130QvOBTHTx/124crhnnJv57afNqV3rS3cFepd8cJ9Xdqxw+bO8dUdi8oRxxGxoLaSRX0so557pn7sv//+vYsXJvVkm7/va0zsabMgAQXPPfdcUxqiBXcQB9Xhhx+efqbViRPCva0dqk+M/yQ0jdrgIJKaQMKBwcljwkVJ/G83qWdhM0L6xGdQE/eQ96PWOMeShRvrmG7b5VACcIPpSYgXQRCMRWFskaPnst0fa8eGeJJ/xgmiICxR3AyxMK49J35BKEZNgrn77rtT60/fWKBrJ8pober2NOvf7TsnYBSCzxaEqQm+Zvq43y4s5J43piX4Xo6KnUAp/K7t0kj79zk4Bi4McIAI+jMKuG+uueaa9Puy/f6kk05qFl988Xn+Gy18cjj6RgaKsNL83FtrrbVG/nclJhK021J8P5Fw4HlTgiEIKKM455xzUoulyRquY8hQ8Y5wf/UtXnDYff7zn5/w331mJlCVnhKWnRfde6kWrp/aWC943vhyXkaZ+4cUgBtMT0K8CIJgLArjUS9RidcWrW1Bo1Qn3RAL49pz4heE87TOOuukYlSLRN9wNLTDUnPAai0WFOxac/rJfvvtl67hPO6XeGA33/Uk0K60K4UwoAAW5Ok+Yjt3fKzlrMwl2X777ZNAK+PC8w5LLrlkKvq6ORh9YAfUjrlnm8KBqNS2uvuZAoyQ2zf+97qvOGK0NLmm2y6QfCx200viOIxKbePzMqaZU6VEa0/p+2RhsWvOHdiF20BbY994/yxIxHdvG3deGqKJ9wLX0qjAzj/+4z/u9fd7rlhTfeMb30jrKqISEad7HCUYSmtVMPMJ8SIIgrEtjCfaFSjB0ApjGLHGNi5ANY+h05ZQa078KPGiRIH1YsSAkjkKQ514AsVwN3h2QUG0faEwzu0Ygus4duS5sJ5PtoPbJ1rjfD322GOpyCh5ry+zzDJzCwutCVxf3VaNUmgryoKsZy3HzhAyhrjyOHW0AOTWFYKGHWIZEzWoOXq4jWe/Z9zSSy89z8+vvfba+Vqh+sDvvfPOOyf9XdrTagRBChD99a9/ndrC2uckC4V9Owxkj7ifN9100/QM9r1Javk6Lkl7jTDksa3B9CfEiyAIiuAlpm+WdXuIhXFNhlAYw8LHzo1+82Bebr/99lTc1MxRKDV15qXCKixL5p577klWc64Hu5EmoJSEYMHVJAxT20xumXjqqaeqZbc8++yz6drhNuuKpiX7vyeb+iIos+SoRTZ3rSrcMIpTbp0VVlih2WqrrYrnpHDq7Ljjjqk9QkYJl6BjIRoQf0pTe/RwG64Cx8Jl4doVkun+9jxamNHWU0Xgo6BvbpxRop8NEP9OmCvNl770paYmwlONxfbexnrrrZdEA+09NVuQhjq2NZgZhHgRBEERshIfhfEwC2NYBBm3JrBUYVHauj1kfDZDylHIBbEdYkVnuyC2aOU0KIngRfe4nXQ96q7jF154IRVdjq1k+xPHBycThD4ST9io7WTXGKfI9eB6MeWoK1yU7v/m/NC64lljxxiOSUHsWhKGWwrnY6eddkrFOTee41EUExK48UpOjiCuK8a1+Mgacv1oNapVAPoMPGsIFkJ3fRaEjDx6uKR4YXqQe1lWisBQAg83iElhNh/6xjViWo9niPPzlre8pXnFK16RrmXXkHYsjp4aDhnZPjVxrbbbbmXIOEeEJq1ptbB++NSnPjWIsa3BzCPEiyAIxkaJH2IY2pAKYxNh5IBYKOrltfhR+L3vfe8rYg8eMkPLUeByUDxYqNYuiHHCCSek3Isddtgh7QaCWJkn+5QUL7bccstUEGvNUpS6p2QX2FE3haQ0FvGKUOGc3SkfpbGDbudckWOkIbFJIKXru3TgoeBO941dYsUniCgELyIql0GfsPqPGult/Cd3IPdOvrdKT0fQIpadBIRBWT9wPQuW7hv3rnuFSOFzImBsvfXWzX/8x3+kz6SdE9U3QoC1MjovcknaAr/3JmeGAGf3/NByiPrOHiIqtYO+fU+oJWjXxPvJGia/C7pEYGcwFUK8CIJgbJR4faBtAcVC+eijj26WWGKJ9PdaL/yhFMYWPVp5fFmk6rG+5JJLmlNOOSXtdg0htLMWQ8tRcN0qQN1PNUa1dmH7HyW0KSyMMCyNQNxMvqZroRB1jWihqQ3hgmjAXu6caQkQvKhQ5bwoiZwCxV0WLnLxtfvuuycBqoRDZ6KJCNo2fNUSA2uPHr7yyiuTkEO8aI+0rZWVQpgwBlUIsM/jiSeeSMfCsVNTEOzmEHEPKdq5rAiD40rtsa3BzCbEiyAIxkKJt3PWTUZXkLOe+sqUttsPsTCGHXPHZLfauSmRKj9khpajYLSlKQiOawgoIBRb3QJdQcziXQL3MbGNW8jxKCQE6l199dWp4FMUr7baak1phC4+/PDDgxAv5AMsu+yy6XvXsWKYeGEKSGnbvc/D7++O85WD4blTcjqCZ3B7Akttao8eJqATd17/+tdPOMo7o22jFDZARoVbP/7442l6jaySkozKIfJ5OU95U6RPCGtdR+kQHKZaYYleQ3jmBTOPEC+CIBgLJX7IYYdDKoy19xi7dvnll6cFPdcHy30NUWdIDC1HQUFMUBqKeMHZoP3Jl8WzItk0Aov4HCbXJ0a06r93z6y99tpJvHAs7OYyXLhTdtttt9TCUioAN6MI9Tmw4ru/u66zvscptjGRIYsDriHuCyiS7WaXRGsaNxzRi6jEZeDZZ4IC51m7raOPto12UDRBwLEQcoZA7dHDXA6cdq4J52HUKO9SeDf6HCBAVZBqV7zQ+sRVNAQ8/7TPabNxHvuEUMKB1/2ZZ16Xku6hCy64IH0GQdAHvzFnlF8uCIIgKMbs2bPTwlmf93LLLZcKY7ZphbEdYwVXCRR9FsiECjkXinRFTfBfVmo5Cj4fAk87R6E7RrAPHnzwwbnfX3XVVam4IKgQMBQ3tQri3IIlq4XzAdmOrz1BIdR33o2ed5+PnVfChZ3Yd7zjHc26666bHCoQVCmQ8gtf+EJTEsVWDsesMU6xjZYR17HsAMIoQUWWgJ/JeTARqhQLKxSU+IyIJ57DsVM8Wrh1D9VqT/MeJGZhojafxRdfPAV7lgwynQzBqjKJCC99iwQvpnW3FPJzZGY5H7VHwAczjxAvgiDoDSF1ipl2nyz7tJfakCy6Q6B2YQzZBIIVS/2+4MUXe7n47U4XqVkQd9tZ/G6uHdbzUmMmCW927LNDiMXeAlqQ6AYbbJB+dtttt6UC56abbmpKsqDfV3JiAcFCXop8HW4ZkyPk6hB8jJv0zC4FB8jC0vc4bc9bTiEZIASMrsugtBhYe/QwIdD7x7OkLZqOouRn4xkof6NkYOiLDezkOnOM2j5LBm5zyGiFbWfI5CwvrXM2I0oKXo7H9eNcdcXrdstWELxYQrwIgqDoQsNYL7t74z69YshIs7eT3n091FjA12ZIOQovpuguURAPqcAR3GdSTs5KOPzww1PgIit5ztxQLGthueWWW3o9lukGl4rd0W7RUwLtAMKBCdxE01r9+kNyx8B707NF9gUhzjPo3HPPTSKLdqi+p/dwAF533XXp3d0WTdvUFkq7GQvud+1ZJVGkd9EWppVwxx13LOo6cM5ysGr3s9FSd+uttxY7lgWFNA/FIRNMTyLzIgiCooReOszCGD/84Q/njmkd6iK1JEPLUWgLEhaHdom7bT1S7rVplBAv7CzmAsdYx5oFjgW77IQsXhj7azHfDgt1DCUmNXSx82nnXBBvLpCzC4IbZKIQ40WN3y/nImdusLbb3feZbLXVVsUmSbgmtO5oe3LOMgKCBYfusssuxUWML33pS82QqD162PSrfO+UDOR8MRgTzaXo3nIfccuUFi9qZ2kZJ6wVbKL8iwynVUlCnAj6JMSLIAiCCgytMIaFnwLigAMOqDp+bigQCKTtt3MULJQV6gSCbGc/6aSTiuQoCKWzSw096HZEu5M8FKjaAHK46LgUOO4h58E0gm9/+9vNvffeO3e8JJ555pl0Hida3PeJPBtBg8svv3wKpGTt1l4jX6ZEqB0b+5577pmcOxdffHHz3//7f0/5DlpGBHiydJ955pnp2i7hrlLYaNEg2mpTMQZTMOSNN96YziFnTM4pKUVb7HOPcaHUHEFce/Rw+/OYSAh1zjxvSuN3ulYvuuiiJNa6flxTORejFK5Tk3vaLUaCrrXFlgpxJvZpN9WmZ9qKNpb2u5sIKA9k9dVXb0rieTcZfYtvwcwmxIsgCIIKDK0whsA+iw7FTfCfu/dyFPJi0N9feOGFeRZeQiG/+MUvFhO8uHHyonSi3a3NN9+8yPEsTIFTin322SdZuE2lsAOpjcSoPpx11lmpGPaZGflYGv3d//iP/5imCcnfIBJqm7OTrj2rb4xbdu2ccsop6ZmTcy+IX545nBgES7v9jrNPzjvvvCSiENg4Y9qYbGSyhvMo30FocEkIcD4johI4UribakxNGMLo4QWhDcF43RKOPNfst771rdQacvPNN6fMLAW5tjDuA/k6JRFy697h2GkLA0RBbjTPnlF5GIsaIlt+H3m+aTPqTjOqAQfnKAilJteEeBFMhRAvgiAYuxnkQ2BohTFY7u3SBv/V1tMOCjSpwqK5Xajb9dMWUAKTO7gK7LK9+93vTgvlttU/77LZiSsNZ4MiwmSAUXkpfTsz7HaykLuPfA5rrrlm8/KXv3zuAp9woAed06A0Tz75ZMr6gQDTO+64I41M5awykeDggw/u9fdrO7Ary50C4oFj2n///ecWOqYbEVP6xjVLdOsKF5k3vvGNaRSofIeS4oWimKBj9z4LYAIHP/3pT6dWDaNUx2n08JAwGcdUjXwfuV84ULSrySopHf7tGpbbRejrjvAlFPo34oZrvGSRbpqI56/WMO8FGxEEH58Zkank2uvHP/7xPH/XLscN53MxQjYIpkKIF0EQjN0M8iEwtMIYe+yxR1osf/zjH0/FVS7+xpUh5ihkW7/dfN8PRQzUguCY3O9aj2qgECfw5JT7jMIc7iWFfMnU/Xwd2c13vhQW2Wrv/haO2zcPPfTQPGJB/nwIPBnPIm0AJVqfsogyEf5d9k9JCG/G7bLhZ7hkjCHWHlVavCBqmcyVi1+FaR49XEJkGhLOjfeRd9NE2Tol4eTiVBolTHiHO1feG1pAS4oXBDjvbhseni2cH9qyfH4E5Zo5FEZ5c3Q6Ji45YnIQvFRCvAiCoDf6tiBPZ4ZYGGtRMTViogXXuAlMQ85RcN3o+Z7I6VD63rvqqqvSLvX666/f1IZle1TqPss9t0Fp8WKdddZJRYVzIr9GEaYwNkWChbpvhLq6VjOyJYgVbfHUfV+iHYG7bGGmmpQuUP3vd55GPQNyIGJJCMfHHHNMs/fee1cZPTwkTA7SRqTlyzVq84P7pGSYdRvvgQU98znjTIYpCZGNK4Vg4VnMxUTIEMz7sY99bBAhmsSddkhvELwUQrwIgqA37EAE06cw5rwIpkeOggJYyKLcgpLj+CZblNbMShlq6j7s0uoB166hLUGvPDeIIr5EYSwgVEvNvvvum5wPggbzdZwx+WPllVfu/VgU3zIBJgtX9O8Kr5JwxZhY0c2YELBaY0JNZokllpjnms0jicdpbLVJOL5cu0QMoq22Im0jRB15LiVFHQ4vk04Wxm1QkgceeCA5U0C8zWKc53IJh9eCAjuFq8q6qfEMDmYWIV4EQVAMiruX109/+tPUg82+bDeJJXTcGGJhHGLT9MlRcFwEjKGcM7uhCgt29xoMNXUfplYQIjNCIbOryjXWNyaNeLbITPj3f//3dDw77bRT+rcbbrghhQ4qdggYfeN6FVZMXNKS0UWB6t+1cJTk/e9/f3LHCE7O+ST/8i//0hx//PHzCT0lMMLWNay9sMbo4YVpz1iYAn5RogjnnDJC1ucj/NVYcde36R7epyXyQORs+L2ThYRqoSu9riHmWGN5N7k+8maI/InSAtyowE7HRUiVexEEU+E35nS9pkEQBD1gNKDdE7vEP//5z1OQlIA0lka7piV2/YaGBPVRhbFAMIv4EoUxAWlh6YaTBfXIu+lLL710MwRY3NmW7YCaaNFNvC/ZxiLcbyip+xl5EtxV7vka95VJQsQlDhmBedlh4BlsYoMchQVlUSwKiEsm5mh3EshJKCA62ZX1LPLsW3fddVOYcUkcl2uUcCxc0NJYsUXUIIaVDoUkBip+OVTaozhLTfcxeWZhW3dqtiMYa8uJQcjQFlaitZEwQRiYqE2Ok5LLSZFeMvPCvWxUqzYx99MVV1yRMn6EvMpsIfoEwUwgxIsgCIq1JOhB/8QnPpEWrBYc+vbtsNktOP3005txxaJdMdrtBRcwaIenzx59bQcWqQt6FZTY7Rs6pkQQ2hSCCmM7bzvvvPPIHeS+0Quv59toySFg13MySt/fHAbaI0aJBaXH9Cms7OqPyiYZx/tK7sXJJ5+cnB6cDhlBr8aScoWUyLzQJsLx1kbRd88996TviQe1WrI4CYhNQ3clEg+62TK1uP3225MrogTavTiW5FRZz3AzuZaJcgJ5CYSlHQYEOK2E2mi8F7yXPHedIwJTqTaWZ599Nglu7XvYZoyMnVFCXBC8WEK8CIKgCAotL1Y7swp14sXrXve69FLjyGDRHVcsgEYFDFqMfeADH2huvfXWXou8haUd8DduXHrppWl3WlHBJWR31kKVkKENoHQ7giA2lnbjdNmpu5NhhhDOVgutacQC56hLDbGAk0D/ucJ81OK99H2lQBcWqsjiKFDwGT252GKLFT0Oy08thFwppiNwg5R0OBBuuT4EHGpjcS+VCFBdGLhTuIeMTK2NyS+j2sFcQ3b1OXdKQYz07Js1a1Yqzj/60Y+m4yAgyI9yHZVC6wqnDhHMNez9bW1jPdOe5DNOXHzxxc0RRxyRwkrbwuDf/M3fpM/J5pWw4iCYCiFeBEFQBNZo4oXd6rZ4oTC3ey3MbpzoBgxOtNMo3ErAX1AXvdQcMLJK2sidMObWLmlJcjDbKFxLrM01dtSNBM2igetasSH0cNNNNy362bBzE5uGEGbqeaeVxZjU2hCLt99+++bpp59O7T3OlZY+7WnafkoW766LFVdccb6fP/XUU6nI6TvMlGDuy/1LiPSZOEeEDF8EdzkpNTAmldVfEew92X0/lBQnXb+Kz/w73eNcBdoSNttss6LTWDxvL7zwwiRgOA4iDxcah6LredwnnHnuEyXbwm1+BnOK9IkpRlpdOds8e9sjsz13vvCFL6R1HzdIzpUJgpdCiBdBEBTBy8yumr5M4wK9xATq7bXXXmm3xC7yOKHQs0uRAwZ9TRQwyJJaqzVC6v+uu+46Xwr/uKHIcr66LSJ2ji3g+3THTAdMiNACxqLchdvghz/8YdFzJVNnKHkgQgbtQhINaqO40J5mlzqPRnXO9MObbCEssxTEAc8azrN2XsChhx6aiq+SO/qWwhw5WviyqGE3ndOKkFF6EpPPgIPIu1GGQU1xkriz2267NbvsskuacmJn3buKu6n0mGgOJgKF32v8J+HNNWRX3/GVvGbabRIEg1FtYSVzotzTBALhnIQdgqQpI+4lLh7/3icELi5Aa5mJEELrmEqPkQ1mFjFtJAiCYunTUttZc2U5WAxqWbCA/uQnP9mMGwqI3HtvMTqEgMF2a4TCIrdGmKpRozViSLDWcwd1xQu5CiXH9LWxUBZ4a+HseiI0OUelR/RBeN3yyy+fsi+4UyyUjXUkSpbeDVUMC+8bknjB/i88jwjY3UUv+fncfPPNqSjOwgXY3QlPk40v7QNuHK00HB/yj7QgEAg9byYrgPrAOXH9+pJX4Ll3ySWXpJYEQkZp8cLn4LoYwjSht73tbc2pp56axAHuFAKYTYca+QVyJfJIZq2WzhW0/5SefgIikrWNVqzaeTYCnN031lla1b761a+mDRATy7h3Smx8LGhKkGcMt0wQTIUQL4IgKIJdALO/LQi95DgO5DnYtR6CtbsmFqhDCBhUaFpYjGqNOOqoo4q3RtSmPaveDhoruzA/ziEuIpkkrLglx9m2F/F2uhyDXVALZwtoIotjKunWAbHAdSJHgHhg0UzI8KfC593vfnexY9GGdvjhh6fgOoGHXVGw9NQc142iz739YjJm+sCurJYEQlcb144CsCTyCmS1EDCIb86THdkSU0+6sNUTAjmIfO943OeehQT30nBb1LTWEx7bGOnrOibEEb7aDitujFIQ/5wfzoIHHnhg7rVy5ZVXVhEribQyU4xrbTsna+Azye2Eyy67bHIDyrKxIeFe677XFzU2pRYkaHnGcKoEwVQI8SIIgmJYdFjo6OWFXlkzyO3sjDMLChgsJV4o9kb9LiLT2Wef3Ywbo2bVEwa6vcMWsISEkrh37DQSWAgGcC8pLowtdT2VhNsjL965U7hBLOo5QUr2xEMPPNjbhxDYee211zYnnXRSlaK8ywEHHJCuDde2cZuKdM9lP7Nj2y5aSxSljodowdkl/LDkyGz3DsHCuOrHHnssCTqECmIkgaumE84OtXGl3CjdtpESKIJH5TARSbmsjLLNWU0l7yfCpDGkxGPPFs++E088MX0RT0tDQPn85z8/iLZKgvUzzzyTvnc8BOV8HxtP3zcyR7QHTvZZcDSNc/B3sGgI8SIIgiJwXLAU2gXISdx2Ie26STMvuTM7NIwNfP/73189YHCIrRE1IQYMlauuuio5ZbJwAd8ffPDBaXFfWrxQ+Mkr4LbgdmC1l/Fgl780NcJKJ0NuQcnd6clg94fwxXZxqhAlMvnqsyglkIyCiCJXQaBz5itf+UrTJwQc58Vn4v3DXTAU5EzI39DK96pXvWq+Mdp9X+N9f/YvFeI6ZxehXf5Fzrjh7iKWlkbAq2fcEMQLrZ6EdIIXEZCoQgTTrlZinK02sOOOOy6JSpy2XQgo/n3zzTfv/ViCmU2IF0EQFCvQLRa33XbbuT9TfFkk2WEaZ/Hi0UcfTX3ENYSLIbdGDBGp6VwF7O56r+021Qp81QLQxc+0AJRGqCvHg89FZoF72s/uvPPO4lkpeWdPm4adUYWFgrw7TrYUWrG4QA455JB0LDUySTLyJSaabFSCiXZda+zGGrfJdSFbgkjAdcEd0w4QrYXnr69acOVkCF2E9Zw1UROuTe+o9nohixg1+PCHP5zEAp/PqBa1kqIlF5NsFmHFRAvv7RyoOspFuKixtiOUeP4TKEyp4QbR4shxkSculXYpBjOPmDYSBEER7AQIIesGR9lB8bKzuz+umAuvZ3a99dYr/rvbO/eTUcNuPyT085rIoLe6/ZkYyck5VNpiztVgl1ovcxsLe8n7Ndp8CF0Kc9cUB4/FsyBGokbJPAXLGq0zRvKZAGBBzebOfm/EY2kRY8MNN0ztGKPawjDO91UWmfL9Y3d21K5tn9eKthmtPTnvQqYDdyAxQ/HXHvk4jmjrJHIPIQCXu2D27NmDcDpkt2K+r7tOplrvTO+qxRZbLGVLuKbdT0aul7qXvQ/PO++8NK2nLaoTNIgrNYJeg5lFiBdBEBRBcJSd2Pe9733z/NzIVA6MdlE4blx++eVp4gr3xRACBoP5cX5MHjCez66kwFm2bmKBSRKEjZLoLWbBJxTkYD+tGlpdjMurORnGTls7A6M03FyCH+2GCu6Uwp9zHXJ7VknsOE5G3xMlXCdGoNoFnahto0a7gNDHD33oQ2mHNp8TooFrmtjUnohSCgWXcZsmWRDgiOtaoi688MLef7dzZFeayDbZyFpFcUknHNcQd6DfqaWwZhaI+5rQ5HMiYHQL4dLtWa6RhXWw1IJTkJBccqoRZ6B7x/2kZcWmVU3HVzCzCPEiCIJidmWKvB3jHMqmoPBzroNxthJO5n6osXszlNaIIWEXlj2Y06KbPaEovvrqq4sfkzR5i1LnyqtcwjwBrNQuWxeiieJXoQM7tcYrchaVxNhhRfEGG2yQCmMCqcXzFVdckRbwsjlKQuAiGtTaLf7IRz6SHDra0nw/GSULHILffffdl4rjnHXBvcMdQzCoEcCo5Yow6Mv9RRBUIBM0SoRk2rGWkZKnRkz0TiiZ68I55DxNVHyWfD8N0ekwdITS2jiKzyaYKUTmRRAERSBasBQqbuRfQECaHbd2DsY4MpSAwaG1RgwJoy65YroQdtpjA/tk1G4scandi25X0mK1dEaJaRGf+9znUmAnwYAzReGXC9CSAoaci1G5BUTCLKyUdl4IJq5FW5AoKU4sCJZ24nU7pFNxyt2k2CqB3WH9+L4IFiY0sNzLm+AC8TwslYHBlZidBKUFtslg9R8K3UlPNWjnRC2IUpPChsbPfvazFB6thdFUrC4hpARTIcSLIAiKYRfWl7F0dvVrTtYYEkMJGGTVttto7Fy3NUIAY+nWiCGhwBLqZyJCG+FopZwpxAshqq95zWsm/e9K28px5plnph3z9mJdqB5hhbBRUrxwP3F1dXv0CTvdzJ0SrLvuus0ZZ5yRgg+H8MxTsHM4jCoqShZbdtBHmX899/Trl3BT/fKXv0wtTiZWcOoceuihyRlYI9zVc9dY6hqjUWu2Nb0YhtCGsbDhlyXHnA8N4cS/+MUvmn322adK+1cwswnxIgiCYliQsrgL0esuWsc512EoAYMCVbutEQpQi3utEeMsXth91N50xx13zJ0CwFmgFcG5KwEBwO/LrRG+FjZwtW/0Nud2sO597ZoqiRY01yuXhXuL5f+cc85J91eJ1P0ujkNeCpeBsZd29ms5r84///y0I0qYrF1suTY+/elPp2ddFnW0bRinWOJ94P7hrhBIucQSSzS1GXIXt2vU6E3vb2Nbjc52nxF8SrsD3cuOox2AS/i3y+/dOc4jtIeCAHaC9pvf/ObahxLMQEK8CIKg2OJH4WBx2l2kjXuvqqJKIBy7tIDBLBoowKR0lwoYHEJrxFAxCUZRJTBOwZUzJrTT6AkvgWvDNXLDDTekYlgrlmI4CxnG0NXiXe96V7qO7Vy3EZY5Wf9+H0i1Fxh30kknJXeBYxIaJwfDznaNCQm+hoDWnq233jo9UwR41kT+xjbbbJNGXeZr9957702TaeSnlPj9Q2OIoYYCpe2gu8c9Zzz7OPL8jCPPz0vBBahtY/nll0/uKi1qWhQ4aGq2ZtXCeVgQxlWXxj3cFWmDYFERgZ1BEBRh1qxZKYTN7vWoKQS5dWIcGUrAoKJGodltjVAEapkokbg/JCbrbeZGURCvssoq1XZtuXTkBmhdIQ5qN9p4443T9VQ6dV+2xVlnnZXEL9Zuu7N2Qn/wgx+k4qZ9z5fKXbAbm8VSYkbJEZxDRXsE4atG+8wonnrqqeaSSy5pfvKTn8zd0Te9p8Q4Ra6lhRULSojrjsdoYa1hC6KkW4cbh5iu7anbxnbNNdek0aWl4JQ56KCD0nh170tuENcyMU47HVdRSTxjvvjFL6b1jUksjs3z2ASoT33qUyl8tcQ1vKBSrvQGEZFfhozPYPHFFy/2e4PxIJwXQRAUQZaDhcZQ5rMPiaEEDA6hNWJILEyLgX5eAbREp9JoJ9Li48si2qQC54kzpLSTye8j5HRt1Sz5Wkp8jfMITkLOqaeeOo/tnnOm9GQYz5l77rlnMOIFUcv4WufM51LSDUJwG5rTwUjxIbSwtHG9EJS6EBAUqSV58skn546Gdg95VxFMCe7u+dLiheKcqL/22munTB2C9957752mTx111FG9C7VDCfuGjY/2/fTv//7vyXHGPdoV5IZ03MH0I8SLIAiKwBb88MMPh3gx4IDBIbRGDIkF9TY//vjjzfHHH58WqF/72teaGjzyyCPJ1s0ZQ2iy+2fiR2m0jAwFozfl63CgZFzT8mOOPPLI4iM4b7rppmannXZKoa9rrbVWypsw3eKDH/xgysHIQmEJa7kddGNT99prr3StcBDVzB4yfUqgK9s/FDqyFEq0AJjuMTR23nnn1Ao2JEwF05rhemnjZ6NclH3C7eZa4SyzpiAGgsNBQGRpPHe9K/OUHK6z3XffPYXBCifvm4kcq8Ts0tPBBLsOTQwMZiYhXgRBUIQPf/jDKbjPTqidku6LtbTNfUjUDBgc1RqhqOq2RgSj+3oVpXYgS/Lzn/88BdNZOLPmErjYlu061gzw5K6QWWDh3MaClgNjnEZwtuH2kMPhHm/j74TBvoUfYlbXWu6zqG0tP/vss5ujjz46PW+IJjlLQTEowHOLLbZoSmI3eFQQJGG5xIjOoRZ+nm+EP9dM25Hn+tWmVhL5KH4vwdixECK1j2iFWtAUpj4gYOdR1d/97ndT62V+N4ya5tM3WvcItTaKvCNkx2iX46jsG4Joxn1s3dANGxe4ypUSBFMhxIsgCIrg5WlR6M/2Is2CddwDO2sGDA69NWLoyHSwW1yC0047LS1IJbkT+wgWdtEV5rXRsqKoGDVJqPT9XXsEZxfWdkGDXbbddtsiBfpQLdqu5wMPPDB9DhmFqB1+4lNJ8YL9X6HnXrazr+Czk+9aajt4+mRIEXTaeLyDcjshUUdrRn53O1ZOvX333bfocR1wwAHpncXNRPQi8m+55Zap5YirqjScpMQt14z2T+0juPLKK+dzUvaNcGRtg9rRcuAtYcW1LUOG0F6K7bbbLok5+RrK3HXXXc3+++/fbLTRRsWOJZh5RGBnEARFsNgY+vz2oSwaPZaHYh3OrRF69mu1RgwRi3kL97vvvjsVYCVs7lwVCnD5DYIXJ6Mbrtc36667btoV9TmMClssGcir2CIGdkdwKnz8XJtCSRR5Coiu+8TupPN04403NrUgNmmP4oYrnbUg78N45m4r4X333Zd2+2+99dai1y8HnKLL93awBQ3+7d/+bXo3mazRNzICiJJDcGDIRvHlWaMFQs7E/fffn557uZ0wOw5q4lgIo0Qn7S2l4Vw85JBDUqYDcZ8gd+KJJ6YvrpCSo4e1bbh+/dkO/j733HOTG6PvMbL+t2cBKW9KTXTfE52C4KUSzosgCIoQ4sTkSNv31bXco+QCaCitEUOHuKRYtwtocV+C3FqVr5WJsGgsLV4I0lP81RzXmnFOao7g7CJQVcucdohc8NmB5MYoPUb2oYceSm4dri5tNdwNjoW7SvExKji4z+uZKNoVL+xkl3IzZeyc53OhMCecCM/U5ujzKiFetAU+kzwmurcJmFokXN+u6T5QhHKVXXXVVeme+d3f/d3UpiGzxVdN4YI7Ucsc4dgzhzBpSksNvJvdM4Qd5wOEZeG8a6yxRtFj+elPfzqyPU9oZh7B3iccVK5HmT6mrhhF3M5Ece0SBFdfffXejyWY2YR4EQRBEfQ6UttH9RRbwPa9KzBktGTofR+FF35N8aJ0a8R0Ei/s5Jek1Mjcl4IgSGMThyBeaDswrrA9glP7VakRnF0IBTvuuGMSAPNi3ohQTprS15CsAL+bndtnZLf/q1/9anP++een/AljH0thyohWI+6uPEFClgKnlx3kkphy8swzz6TviSkEnSywyJgpDVeOL0LF61//+rkBmQp3hbrPbLHFFkuBp0aQL2o23XTT9IXHHnssvQN8aU3gInL9cGUQMvJ/VwKtPHIliE3WDltttVW6Zq0htBqVFlWIf0RIz79MFjFK4x1NwOiGfMtFKuFK8ZzNaxXrFu1WpUNDg/EgxIsgCIrgBc9iufzyy6edNbZGizGLkBKW+yFjASoLRE+xBelQWyOCYCL0MRMHiJCKv65luO+RgW24TuyYK45roedd/7v7mauBdfs73/lOElOy7Z5jpztCsG9uuOGGVOTpx1eEKrQIB6Y1lJ6+QaAgnrDX55wSBZDzpvWnJHanfR4cMiuvvHIa6y1TwfXc7dsvAWu9HWyidm4hJCIIvhaEaKKFbCTH7Fj7xLUhi8RXznA588wzU0im1oSS4sUnP/nJJNZoNyKeZJcIgZD4ZiOgJBwX3ARDgKjDYcHxkEfcCi92DcnB6BvrOwGuBAvPf9fHRNTekAmmNyFeBEFQBKFxChi7jxZBFol2CBQZ+q7HGf/7N9tss0EJF7VaI4LpK04+/fTTaTdUQVoTBXrte0mRydrO3v+ud70riReyFHzVftYQU/JUoxy4qFAmHJSEcJNbMhRakL0hp8TkpVe/+tVFxTcCMjcK0cJ0Ea4C1BBuXS8cBe3sIyKC4+TiMdlBy0Tfgc45h4nwphCWXWU8M3eToOkcUFny3pZZo40l43p2jkq7dfJoW9ewc0G07Tq7Sk5RM5qVq8o9zelqMySLgcSuvrFOcD24ZicLAh+CmzSY3oR4EQRBsZ74bA1eZpll0u6NhaoXrF0TYx7HFcKFMEwL03FvjQimJ9dee22allO6mBmFwDo70sIWFVk1rMsK8BNOOCH1oBNztLDk8NAuJRfynG8KY8KAZzIxheAk0K/0mF1ZAXkiAadBxtQGLh5291IoMu0cK/pcL5wFinVTRxYUjtsHgmVHifqOL4/gdJxEpz7QIkKw8CUQU7uTrAL3FCG71mhzAulETgefWWm4GriGtPgMYYoa4YJrSduTY8hiYAkE/476PggWNSFeBEFQBAtULSIWPfritSTk3SR9rOOM3RsCBpslO3fXcq+tJAiGjPu4VkHTRfaGiRUT5eiUKCg4yo466qg0Qtb9PGpUao1dSDvUdmG1INip5Qw57LDDkjOuRJgp4USrARRXimG5Dm3s7MugKAl3jHOVAzDt7HMIyrtQtJeeCEMgkAci5JUAB3kGriP/pmA2EUX7UV/hi+5nrUTaU4hLpVucRvH2t789/e/OrREg8hBO8+ZISTh0hgJRyzVjfWVTCEJoOYhMROlbxPVccW0KKh3CJJpg5hKjUoMgKAJnBTVe64isC33Oxx13XCrYBRGOc2CnzA8FlUXyqF2lknkBQfBSEMbrHrZIZp/+zd/8zWrHcsEFFyzQmVESjgYOg6GMP7Zbb0JDFggUxcSnviZXtBE0mccpOk+zZs2az2pvZCtB581vfnOvx+Ldw1mQj0W/frfdiGuG0K5doSRaNRSggiidJ0t1LQHyODh6br/99iSQybvoY5KXIEy/Wwik4pejSsZEiWukC/cfAYWDQP6SSUJCS+XHyCrRcuSzOeOMM4q7h4YEEdJz5ogjjph7TVxxxRUpC4Q413f7k3amm2++OYkoHEt5zC4xw/MlCBYVIV4EQVAEFmV9kBZCeop33XXXtHDUk2kxK5l6XLEg5a7wZxBMRzbccMPmwQcfnGeSUJvS9ukhwV3Azj2k3UhuNzvW3SVgSfeM3XN5AYpSxbpWBQKPkZylxsYq6HwGbP+CMNsukDzaUa5EjawSx8Xx4d4hBirMc1HKOePd2R5Fuah54oknUjHsPe1P14xWHwWpL06HEiKl/80ELRseCmFuGO4LnwshToCnNQXX4jhPUXNOCFvC0Nu4tvfbb7/U2tc3PgPCWp5OY3pQnqyUx+y6v7tuqyB4MYR4EQRBFTx6LD7s7FgklgxnGxrvec97kj1YP3oQTEeG5nbQOnLqqaemXVnFhVGgHCHas0oj90KeQo3iqsu//uu/JtFAW02bkj36n/vc59LEEzk/WiJkW2hhkWcADjRtACXH2v71X/9189nPfjaFPwaj4ZwkYvhyzrSRcD44n31CNNEOobWJSCEbqnYgb4bTbLIpaiXDXv1ubVldkZRbRfvPLbfc0tSAsJPFjKuvvjo9a0rm2QQzj8i8CIKgeDgbLJS98GuEsw0NkwnYYgWXKrC6qf9DyRIIgqGIE5PhOWNcKjcXG7PdWWF+inYL59JJ90MIEM3ITCAUs+L3uWs/EYQkwoTCLrfROC+EirPPPjsdk0kaJkrsvffexY7r9NNPn1voKbbsDCsCX//61zc1ILoZe0lsGhXcWcPJZPfctat1RNuGySxEwr6xwcFRwMXg+nV/y5OpEaQ65ClqnENya7SN5HwSzztCYY3Pyv9+goWWK+4P16z7insmCKZCOC+CICgSzmbEmp2BUeFszz77bJFF0FBZYYUV5lpOh5BYHgQvdSGvB1/xR4AzVcgIQYv6khgNyM2kQPbM8QxSUJio4ftvfOMbxVtqOB26QbyZkve3IsZOca0Wli222CKJOXILYLd6yy23TMVeDhm86qqrmk9+8pNFLfds/lp7rrzyyrk/c77WX3/9NFGitODECWL33rU8SmQqIRb6TG699dYkoNhc8KWVhKCjAPXFeVFSBJPVcvzxxycRTBhl151TOh9KLsvll1+eNhhM+SCYEjJc1zYjPBNL4Vxtv/32KV8i58Vo4ZAzY+xuibbUe++9d56xuq4hz5zcajSU4NdgehPOiyAIeuPd73536nnMSLbvLjbe9KY3jf3M7yEllgfBS8ECfp999knBcBbwOUfAz+ya+nkp7rzzzrQz24WgoTWgNIqaoWDHPLdn1ICzQd97xq4skaCdKUH0kp9SEm17ir8TTzwxZSxw67h+7fS7fmUGlITFX64DYbsGAjuJanbPhS8SKmRW+dPfa6EYlp/lT67Nkq1FQ5+iRhggzBJ2hJkSkAkphMIll1yyyHpPwO1SSy2Vwjplmbleaji8gplNiBdBEPQGe2l7JySHswXz0kdafBCURN+7tgjtGhnOB2LBySefXFS8sFjm6NKC1eauu+6qkmkwpJYaQorgQxkCb3jDG6oE57UdKGzlzkl7SgRxxajSklx88cXJ8s9p0S7GBFL6rEqLF4rfmqGGBAr5MIpP18kQmD17dpqcIe/Cc6XkM2Ui1llnnXR9WOcIonRvcZqZZGOzpjRydUpfqxliEnGUeM1lwfXWbYENgkVBXFVBEBTBy90ILTsmLLh24IQ3ecHVmM8+JJ555pnmtNNOm9vf3O3mM4kkCIaMHn3ZNV3s/GnXKInjUET4UigrhiXtK06Nw6zBUAJE5U1wNUzkduu7hYXTznNO9ocddNM0ukWoLAX/XUlcI6OKdC0SJqGUZtttt01uEFkpNQR/bpOhIABTMKY2hE033TSNXc9jfmsjO4YjxbEJE3Vva4PKU9RKwi3EeTHROqLvlpo8eljLiJyNHOiaW0bc80GwKAjxIgiCIrDg2pk97rjjUr+1F7yXm7wLC7RZs2Y144qwTr2x7NTjPHUlmL6wJSsyugtUPyttG9Zr/vDDD88t0DkfLOTXW2+9lK0wzgGitVtYWNg/9rGPJZFEhgIxW58+jMBUfBF5hA6WhFhy6aWXzs3daAspNUI7v/e97yVXCleeYNNu5kbJLIXaECy4czi43MNDgojSnrYiaDZPUSvRqtGGWHvmmWcmF1MNwYv458v97L4m6BAytD8RjrlCrHHWXnvt5GoKgpdKiBdBEBTBLpIdNuFNRuR5uV5xxRXNeeedl0L+xlm8EFDn82lbloNgOsFhcdhhh6XClH0a8m5Yqku5HQgWnils5cYpytu44447kligOJWlUIOcmaCNJodQElE8AxXqJcWL2i0sClGFjYKGeP2Zz3wm9erDe8C7wdjUEo4UE7AUV8QBos6ee+6ZCs/sBHT9up6OOeaYpjTuoXwfjTueHwcddNBgsxM4Sglf3KQCioWKap8oDeGPgFH7HgexLTsucP/99yc3BseZezxCyIOpENNGgiAogqRrfcVS/3faaaekwhsFJ+CJcCEsbVx5+9vfnkScbo9+EEwXnn/++VSQf/vb356baZDdDqY19B2sZ5d65513ToUEFl988TSVIC+ea6I17sILL0z3d3v6iQU90Uc44zhOhenCeaHokfdQAjvUXDF5ZCuhQouTz8W1u+yyy6ZryrSYIBiFUM6tt946hXYS5YiTXEO33XZbKtZLTvXxbCFgWFsN4XPhrNLC4ouI7B1grSNHxTSdIHiphPMiCIIiCGDzclfk2NHSNpJfckPdUSmFxbEdCXb3IJiOcDuwT9t9bBd/pRbv2tEsijk9hCwSRo3bJJjWZkgBokOaCtOl5hQLEG9qCjhCKIlI3pWTTcUhDmrBDOrjGfPGN74xPWdM2ICsC+9y4aJaXUqhHUO2Th5DXJqzzz57rmAhvFPgLEGFo5Rzhus2xqQGi4IQL4IgKILgJi9zi3UvMC9a1kGj6PzbOGPcmjnsQgX1V3f7m0vPrg+CF9uuocfbLj6xwhcnxBJLLFHsGOzsCcvLfeYWy1wfLNy1JxwNKUB0SFNhhoBMi4W5Pkq09hCwFZ7EC99PRIgXw8GoXzkX7ek41jgHHnhgs9122xU9llVWWSWtsa6//vr0DO5Oq2nf831AMF5++eXTSGpCsrYnonYQLGpCvAiCoAh64X3deeed6QVrwchKrVAXXDfOCPHTVgM7tEEwXWCz155hWk67R98uPoeVNP4Si3gTe4xmbu/iW7w/8cQT1cWLIQWIDmkqzBAgni8IYkEJ8ULL1ajvg+FCiNSiNgqhvCU544wz0kYIIddX9xruW7wg5AxlCkwwswnxIgiCInipdsev7bvvvvO5DMaR008/vfYhBMFLakGQZyHoUItIGzv5er5ZqLVL9D0lgBiQszYy2keEddZiiAGiQ5oKMwTamRdDRFvlqLGXf/zHf1ztmIL/QoaD8Nn2BozzZSRx6RHwtQWvtnChRZibVJ6ZZ81HP/rRNErVZ2K6XKlcm2BmEuJFEAS98fWvfz3ZogkUvp+Mkon7Q93BEeSXQ/T00frsau8aB8FEcFvstddeze677z7fvymE7fRxRJioMbQRh30zUYAoS/W4T4UZCl2xa0jIDVAQ33fffSNFupjWUA9uMuPNvZu1h2j1MRaUaOHe4m566qmnkhOibx588ME02cQ14fvJKCl4ESg4a7UHa5G74IILmr333ru5+uqrm6OOOipaYYMpEdNGgiAokubu+4kY98WYRce2226bEstlXtiZtRPqc/vqV7/avOY1r6l9iEEwctdRzsQb3vCGCf+bH//4x83222/f3Hjjjb0ei+dLDjvMmKjx/ve/f75QzL7t05Cmr7hpB4gKM60dIFp7KsyQ6E4bGRLve9/7kuC14447jnTErLrqqlWOK/jPz16ejwwb2Q6m5HBfWMN4d9t4+OAHP1hk6kd73K/reZQgV0PwWmeddZJAsdZaayWh1HqG2G0Ki1HIcjmC4KUSzosgCHpD4dL+3i6sHQn2wnaRMe5ILCdQmH8u+DDbhXNi+THHHFP7EINgJAva/3Cf//rXv+79OOwqCl9s8+pXvzqNBS3d+z3kANHaU2GGhOyRoQYK/uQnP0luxXE8L0NH+wNRklhKpNASVmtSmNa8LM5+5StfaYbC448/PvfaJRAaJwu5RNmNFgQvlRAvgiDoFYt1tvFLLrmkuf/+++f+XB/kpptumnaWxl3I+N73vpf6Q7NwAd+zp9qlCIIhIreBo2KyAsvCtTsidCb2ew85QHSUtdwzN4cE5/9m3LIUhmxdd760EgbDw7tZftdll12WAl8947RCGAVamrYDZ0huHM/8f/u3f0tuUmNTtY/gyiuvLOJICWY2IV4EQdAbjz32WGqHeOihh5oNNtggqe9cF9wX7INGjNkt1RoxjmFxGbbyUQKOXUHBV0EwRLbYYou0aBfCNqotjE35uOOOS4Ge48aQAkSNP83W8ne+852DsZYHE7PHHnuktgQ7/NqyumMvg/pstNFGqS1Clo11jnur23ZVQiCTsTF79uy00SEYneh1yCGHpHwJQouxuptttllTEnk/Atlf9rKXNauvvnp6P5x44onpy3UdBFMhxIsgCHpD4WKxznVhJ2lUGr8XLteBJP5xRfHHyq0QzItU4V8nn3xy8cTyIHgxtnsLZCKGlgjXKnGSZVjgoKC2d7zjHSn/IajHUK3lwcSYVsENM1GQdYhMw8DmwpNPPpn+5DAonRnjOtC6wuVFQAHh4tJLL2122GGHtCkkb8efxJVSuG7lcXDbyr8AZwoXrpyQIJgKEdgZBEFvrL/++imV258TwUYo14EFc1zRfy5YUAjYm9/85vQzlks7KBLLJws7DYLanHnmmc3ZZ5+d+vRhB991vNVWWyVhY8hTHcYlQLQ9wrZ7XLm9j9hspGFQH9MZFiQcBnXhdrB24ZA0ZYTDqTSmPXm+fvrTn05TyoSHEpKJB9n14fnM4Vpi+knGc19LTaxdgj4I50UQBL0hdFJf/GR4uS1oxNdMR2aAsWIWGQpAmvImm2zSfOADH2iWWmqp2ocXBJNiVKAvu48yHewCjrvNfUgBosTR//iP/0jfs2175nYFFOGdAoNDvBgGIU4MF5MzuBuMR5XbdfDBByfHWa2RzNpvCRc5PwvtkcxGIpcO/ea4MC0nCPogxIsgCHpD68OCbJT+/YUXXmjGGcWL8YVSy4NguvLbv/3bqRh/9NFH5/u3cQqCHFqAqEJi9913n+uAmUgs2XzzzQsfWdDmIx/5SBKPBLr6fiKcx8gNqAfBgvinrZPLoSbyw9pB38QM2TrGWGc4Oktn7ci8cC1zeQnv7K4Dx+19ECxaQrwIgiCozA033DDYkX1BsDBcc801qeAS0tsmgiDro8Aipihg3v3udye7u2C/jPNjl7Q9HSUoj8yEXGT6PhgmG2+8cRp9PISQcVOMXCs5U4zzwhShtuvh5ptvTqPYS3LsscemEdnf//7352kbjPdBsCgI8SIIgl4RxjnZKFQjBccdFuFPfepTKRXcCFk72EEwnTjiiCOalVZaKYXHlQ6tCxZM3unUtuL7ccwhGTqnn376yO+DYTGkEbumuGkJkblBQDbZbbfddpv77zIwjHUtncfxpS99qejvC8aLCOwMgqA3Xky69ZBs1qXZcMMNm/vuu2/CgiJ2KYKhs8oqqzTnn39+GusYDBsChowLO6MZeSVCgqPoGA7aKX/5y1/OPU+W6/k8aV0IAm0jWsL+5V/+Ze6aS66NtYSJNaaY2RAxjr5WLkcQLGrCeREEQW+MsyDxYthjjz1qH0IQTInVV1+9uf3220O8GDgcXl/4whdSn7zCmO1csLIC+b3vfW/twwv+P9ddd11z4IEHzg1abcPZFOJFAK0rOej7ZS97WQr/ziyzzDLNAQcc0Lzvfe9LuRclef7555tzzjlnpEh62223jfV0uWDqhPMiCIIgCIIp8fDDD6fxeGuuuWbzute9bj4XUclxoMHErLvuuilEb7vttkvfn3XWWak/Xsvaqquu2uyzzz61DzFomlRwvupVr2r++q//Op0TopOpXMcff3xqW5BdEgRDxTSWr3/9683yyy+fnEJvectb0pQWgukOO+yQhLkgeKmE8yIIgqACkSwfzCTYk+3gf+c735kv46bEONBg4VA85Ha+ZZddtrn11lvTWEXTjjyPQrwYBnfddVd67htru9xyyyWBiZDhz1NPPTXEi2A+uBpkjM2aNSu1irifv/nNbzZ/8Rd/kcSvV77ylUVb04hsf/mXf5lyOf7+7/8+idqeM6bQBcFUeNmU/q+DIAiCRZIsP9GXMYdBMHQuvvjitFi9/vrrU7tY+8tCNhgG+t5zSLIRhopkCPEU7hcMA+Mu8zQLhSj7fW7PuvvuuysfXTBECBQya371q1811157bXPBBRek8M6nn366Oeqoo4oey5NPPplEk9y+cscddzQvf/nL0/FcddVVRY8lmHmE8yIIgqACkSwfzCS4LfJiNRguq622Wipy7IQaqfj5z38+TYjRg94enxrU5Y1vfGMS/rgt5MgIZNx+++1Te1YQjOLSSy9tPv3pTzcrrLBC87GPfSy1gQnzfMc73tHssssuRY/Fs4TLiyj6Z3/2Z3PFN+4PDr0gmArhvAiCIKgMG7de5nBZBNMVBbCRfM8++2ztQwkmQYDfI4880nzrW99qNtpoozSWea211ko7s4rjYBjsuuuuycl09tlnJ+v91VdfnX627777JvdFEHR5/PHH5wZ2fve73033Nf7wD/+wee6554oeyzrrrNN8/OMfT0Gib33rW5MzT/aFcNHXvOY1RY8lmHlEYGcQBEFlPvvZz6aXu0Aru9fC2vShl04ID4KXyo477th8//vfT98LGvyt35rX2BmtI8PCNIDFFlssiU1yShQUK620Uu3DClqY3qN9RO7FTTfdlFoCXvva1zZ77713KkiDoA2RS2YNt8Pmm2+eAjNdO6eddlpz3nnnNd/4xjeKto383d/9XRJQCNuEN88Z74UjjzwyJhsFUyLEiyAIgoEgPO+iiy5K9k99qhtuuGHzV3/1V7HTFkwLAW4yIrAzCBYe94tww/boyyCYDGKFKR9GppruQbQ48cQT05fw1//xP/5HtWNTav7oRz9KI5qXXHLJascRzAxCvAiCIBgYgjyNMNS/KlzPSz8IguClYPe1O7p2IuJZMwze9ra3pWJ06aWXrn0owTTizjvvTO2n2ja0hAnuFJS5xhprFD8WrSo2YgTMGs8s90KWS8mpJ8HMJMSLIAiCgfDQQw8la6cvL3yBW1pINt1009qHFgSTotCajJq7fuPO+eefv9DiBadXUJ8jjjiiefTRR5u//du/TdNGFKJBMBlbbLFF84lPfCKJlbURyrn11lun0E4jXAUCu6Zvu+225stf/nI4ioIpEeJFEARBZYSyybz413/912appZZKhZ4iQu9qEEwHJlowy1WQp2DxGgTBwqFl8L777ptQdAqHTDBqktDs2bPTCOTafPjDH04jWz/zmc80a665ZmqHNab5Qx/6UHonnHzyybUPMZjGxKjUIAiCygiwEtApbOvtb3977cMJghfNj3/843n+/utf/7q59957m8MOOyztwAXD4ZprrmlOPfXU5p577mnOOeec5MxQ8Gy22Wa1D22sWW655ZrrrrsuBd7usccetQ8nmGbsvPPOzUc/+tHUouF+/p3f+Z15/r3kZsgNN9zQnHLKKWmEduYVr3hFc+CBBzbbbbddseMIZiYhXgRBEFTGWLPFF1+89mEEwSLDlATW4I985CNJlJOEHwzjWSMMUtr/zTffnPJ1XnjhhXSeGHGjvacebSN0tO8EL5Zjjz02icamPrUdO64rfy/p1hE4PtGaxvMmCKZCiBdBEASVsUNy4YUXpraR//N//s88i1j84z/+Y7VjC4KpIPn+kUceqX0Ywf/nhBNOaPbbb79mhx12mNvKY6rF7/3e7yU3RogXQTA9MUp3KHCQCh0nimasbU466aQ0Dj4IpkKIF0EQBJUxxuzMM89MuQGKiCCYCYGdep6/9rWvNSuttFKVYwpGTyM46qij5vu5trUFjbsN+udb3/rWQr0DQmQKugj4rskBBxzQHHrooen61R6yzTbbNDfddFMSLbQPalN76qmnmjPOOKPqcQbTnxAvgiAIKmO6CAEjrMLBdOXv/u7v5vvZb/3WbzVvectb0sI1GAa///u/n5ww3VC/u+66K/WkB3UxLWJBaAEI8SLo8vzzz6cMGyNJtY9kTPsw5aPv0OSrr746taxYyxjNyk3KfbHkkkum9rRZs2Y1H/zgB2P8bzBlQrwIgiCojMVFBHUGMymwMxgmm2yySSoufCmC9aZfe+21zd///d83G2+8ce3DG3tkkgjsDIKXInxxwC2//PLNv/3bvyXh+Gc/+1kaV6pNrG+++c1vNh//+MdTYCiRYv/990/TRYJgURPiRRAEQWXWXnvtNAGAzTIIpgsLmxqvSP7yl7/c+/EEC0Yx8fDDD8/duef2krGz3nrrpeyLoB4TjUUNgoXhn//5n1M+lnDkDTbYIAmSr3vd69J9rXWjb/7oj/4oZepweBBSCHFa1FZcccXef3cwXoR4EQRBUJlVVlmlOfroo5vrr78+TWh4+ctfPs+/mw4QBENjqaWWmvTff/CDHzT3339/8wd/8AfFjimYHM+WY445ptl7773T9AF27je96U1pjKKfH3TQQbUPcWzpBjUHwYvhySefnBuGucwyyzR33HFH84Y3vKHZbbfdkmh58MEHFzmOjTbaqFlrrbWa448/vtl2222bd77znfONbY0Q8mAqhHgRBEFQGQFW/+2//be02PDV3Y0L8SIYIhMtQAV1fvKTn0zChUXsEUccUfzYgnl74Y888sjmkksuSeLFZpttliaO/Omf/mn69+uuuy4VOA899FCIFxXhgllsscVqH0YwTbGG0CJCiPyzP/uzlH2BV77ylc0vfvGL4q2wxBR/PvDAA/OJF0EwFUK8CIIgqMDjjz/e/OEf/mH6/tvf/vbI/8aLXwhWEEwXvve976UdPqnybMtbbrll7UMae1i3TX3ZdNNNm9/+7d9OIXomAhAs2Lv9XYBntPbUJXajg6mwzjrrpMwJ19Fb3/rWlGujfUQWxWte85pixzF79uzkJCXEmWD0rne9q9jvDsaD35gTPrUgCILiLLfccmnHsx3OZryYcWP5Z3ZL5GGwdwfBkHnmmWeS20KRzG2hKH7ta19b+7CCpmnWX3/9Ztddd20+8IEPpL8TRLlhTAQ499xzmx133LHZZ599krARBMH0hNPB1CfPX4GZ7vnvfOc7aeoT59V73/veXn+/cNBDDjkkjUcllBKxo2Uw6IMQL4IgCCrw53/+5/Mly0sHv+iii1LIVhYv3vGOd8Qkh2DQyGr56Ec/2jzxxBNJgNtqq61qH1LQQmCe3df8XDFG0c+MRj322GOb1VZbrfYhBkGwiFHe2fgQpGlcad+svPLK6Zly+OGHpwDgIOiLl/X2/zkIgiCYMpFAHwzZbXHYYYc1O+20U+qxvvjii0O4GCAmDSy++OJz//6bv/mbydJNcArhIghmDs8991walyp8l5gsf6gbAN4XRi3L1QnhIuibyLwIgiAIguBFs8kmmzQPPvhg2tGXcn/eeedN+N9G6OzwWGmllWofQhAEiwhOza233jqFdsrLIiR/8YtfbG677baUZ2OSWZ9EZktQihAvgiAIgiB4SbZkuRYvvPBCc/7550/438XEnGE6uMLVFQQzB5lDb3zjG5MDbs0110w/k3VhTKoAzZNPPrn2IQbBIiHEiyAIgkpE8RBMZyaakhMMDwGq7TGcWkkUNEssscQ8/13sngbB9OSGG25oTjnllOZ3f/d35/5MBoUcou22267qsQXBoiTEiyAIgoEWFM8//3zFowuCYCbw9re/vXn00Ufn+Zlw4Mceeyx9BUEw/Xn66afnybZpwx0XBDOFEC+CIAgGXFC87W1vq3B0QRDMFE4//fTahxAEQYE1xVlnndV85CMfmWdD5KSTTkqZREEwU4hRqUEQBEEQBEEQBNOIAw44oDn00EOb3/u932vuvvvuZptttkk5RD/5yU/SJKF77rmneeqpp5ozzjgjjWcPgplAiBdBEARBEARBEATTiFVXXTW1mf7DP/xDs8YaazQ///nPk/viRz/6UfN//+//TQGeH/zgB5ull1669qEGwSIjxIsgCIIgCIIgCIJpNh714x//ePPP//zPSaTYf//958nRCoKZSIgXQRAEQRAEQRAE05DLLrssBYBrHznqqKOaFVdcsfYhBUFvhHgRBEEQBEEQBEEwTfnVr37VHH/88c0555zTvPOd72x+53d+Z55/jzHIwUwhpo0EQRAEQRAEQRBMU/73//7fzZNPPpn+fOCBB+YTL4JgphDiRRAEQRAEQRAEwTRk9uzZzdFHH53yLj772c8273rXu2ofUhD0RogXQRAEQRAEQRAE04if/exnzSGHHNLcdNNNzaabbtocfPDBzR/8wR/UPqwg6JXIvAiCIAiCIAiCIJhGrLzyys0rXvGK5vDDD2/WW2+92ocTBEUI50UQBEEQBEEQBME0YuONN24OOuig5vd///drH0oQFCOcF0EQBEEQBEEQBEEQDJqX1T6AIAiCIAiCIAiCIAiCyQjxIgiCIAiCIAiCIAiCQRPiRRAEQRAEQRAEQRAEgybEiyAIgiAIgiAIgiAIBk2IF0EQBEEQBEEQBEEQDJoQL4IgCIIgCIIgCIIgGDQhXgRBEARBEARBEARBMGhCvAiCIAiCIAiCIAiCoBky/w+G4bhpXKnG8QAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": ""
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
